{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Some experiments on a 5 substations test case"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To demonstrate the use of the grid2op framework, we propose here to show how to make some quick studies on a purely fictious test case, a 5 bus system.\n",
    "\n",
    "This system should not be used for deep research purpose. It is provided here as an example and a tool to get used to how some analyses can be performed using grid2op."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we can create a environment:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:248: UserWarning:\n",
      "\n",
      "You are using a development environment. This environment is not intended for training agents.\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import grid2op\n",
    "from tqdm.notebook import tqdm  # for easy progress bar\n",
    "from grid2op.PlotGrid import PlotMatplot\n",
    "env = grid2op.make(\"rte_case5_example\", test=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Inspect the powergrid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In grid2op, to make more concrete the powergrid, we also added some visual capabilities to represent, for example, the names of the objects on the grid, or the thermal limit, or any other data you want. All of that is for now only available in the matplotlib \"plot helper\" and can be accessed as followed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting the layout of the graph\n",
    "This utility function allows you to visualize where are the object located on the map. Each object has its own color, and is represented with its name and its id (id starts at 0, following python convention)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "plot_helper = PlotMatplot(env.observation_space)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_helper.plot_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualizing data on the grid"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "It is, with the same method, also possible to visualize any data on the powergrid, for example, we can inspect the thermal limit (line property) as follow:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_helper.plot_info(line_values=env._thermal_limit_a)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Similarly, it is possible to display some data about the generators, for example the maximum value of power they can produce."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_helper.plot_info(gen_values=env.gen_pmax)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Of course we can also project on the powergrid some information about the loads, for example their ID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_helper.plot_info(load_values=[el for el in range(env.n_load)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create an agent"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we can see how well the \"do nothing\" agent (the most basic imaginable) can performe, using some \"gym like\" methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "from grid2op.Agent import DoNothingAgent\n",
    "my_agent = DoNothingAgent(env.action_space)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now do the standard gym loop, and we save all the observations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "081b519397f34b8689097add2ada02a9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=2016.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "all_obs = []\n",
    "obs = env.reset()\n",
    "all_obs.append(obs)\n",
    "reward = env.reward_range[0]\n",
    "done = False\n",
    "nb_step = 0\n",
    "with tqdm(total=env.chronics_handler.max_timestep()) as pbar:\n",
    "    while True:\n",
    "        action = my_agent.act(obs, reward, done)\n",
    "        obs, reward, done, _ = env.step(action)\n",
    "        pbar.update(1)\n",
    "        if done:\n",
    "            break\n",
    "        all_obs.append(obs)\n",
    "        nb_step += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can check if the episode has been completed, or if there has been a game over:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of timesteps computed: 94\n",
      "Total maximum number of timesteps possible: 2016\n"
     ]
    }
   ],
   "source": [
    "print(\"Number of timesteps computed: {}\".format(nb_step))\n",
    "print(\"Total maximum number of timesteps possible: {}\".format(env.chronics_handler.max_timestep()))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we see here, there is a game over: the agent successfully managed 94 timesteps, while the episode could have lasted 2016.\n",
    "\n",
    "Let's try to investigate this, for example by plotting the last observation. First we need to create a utilities that will make the plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "last_obs = all_obs[-1]\n",
    "_ = plot_helper.plot_obs(last_obs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As we can see, the last obsevation is pretty clear: 4 powerlines have been disconnected, thus isolating the load on the bottom right. This lead to a game over. \n",
    "\n",
    "It's also possible, of course, to inspect the previous state, just before this one:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "previous_obs = all_obs[-2]\n",
    "_ = plot_helper.plot_obs(previous_obs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we can know the cause for this problem: all the powerlines that could provide power on the bottom right load are overloaded in this situation, so the protection worked and disconnect them to prevent hurting the surroundings."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Highly non linear, non local effects\n",
    "\n",
    "The previous case was particularly suited to get started with the problem adressed by the grid2op platform. On this second section we will show what is the principal way of acting on a grid and illustrate why it is rather difficult to do so.\n",
    "\n",
    "For that we will use the \"rte_case14_realistic\" grid showed bellow"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/benjamin/Documents/grid2op_dev/getting_started/grid2op/MakeEnv/Make.py:248: UserWarning:\n",
      "\n",
      "You are using a development environment. This environment is not intended for training agents.\n",
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "env_14 = grid2op.make(\"rte_case14_realistic\", test=True)\n",
    "plot_helper_14 = PlotMatplot(env_14.observation_space)\n",
    "_ = plot_helper_14.plot_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's, like before, plot an observation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "obs_before = env_14.reset()\n",
    "_ = plot_helper_14.plot_obs(obs_before)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As stated in the previous notebooks, there are 2 main types of actions in grid2op: action that consists in changing the status of the powerlines. Note that connecting / disconnecting powerline has a global, really non linear impact on the powergrid as illustrated below, when we disconnect the powerline of id `17` going from substation `4` to substations `5`. \n",
    "\n",
    "The way we interact with the environment is described in detail in notebook [3_Action_GridManipulation](3_Action_GridManipulation.ipynb), so we focus here only on the consequences of these actions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Q/vT09DV5jyeffPJgceM2Z7KEnil3RKQFcAvwymlVvYA1qvqT73o8cGchQ80A+ohIoO/6XmCSX/0CoIOIBPiuOwJ/5bck31XAIVXdfi7Pw5gLLl5XI64Z/O/uHA6tPPv+x9bDkv45iHsB8brgwgdojDHGGGNMxTNp0qRqDz/88P64uLiM0NBQffPNN/dkZ2fLtGnTIgFmzZoVtmzZsvBPPvlke8uWLTMdDge1a9fOufLKKzP9x/noo48ir7nmmpSIiAjPtGnTonJzc+XNN9/cExoaqnFxcRnDhw/fP3HixJMJvX79+qUMHTr0SKNGjbKKE2dSUlLAokWLIl5//fVdNWvWzKlZs2bO66+/vmv+/PmRW7ZsCQAYP3581euuuy550KBBxwIDA3XQoEHHOnXqlDxu3LgCZ9OdSx9z/iyhZy4mU0XkRxH5p4jk+w9fRNzA+8BQIPe06suAX/yudwA1fTPp8pMO/Be4RUSa4T3e+uQMPVXdBewD2ovIZXiX+H7Nb6f1dsVm55mLjebcTU76Ar7p5GHLO6CeYvRR2PYBzIvLJevYSjT71pIP1BhjjDHGmPLv8OHDzr179wZ06NDheF6Z2+2mefPm6WvWrAkBmDdvXnjt2rUzR48eXaNq1aqtatSo0er222+P2bdv3ynvVWfPnh116623HgNITEwMad68ebrb7T5Zf/XVVx/fvXt34JEjR84pl7Ny5cqQgIAA7dChQ0ZeWYcOHTLcbreuXLkyGGDDhg0h7dq1O+7fLzY29vj69etPzrYbOHDgZV27dm2Ud12cPgBTp06tFh4e3rp+/fothg0bVtt/BqM5e/bimYvFdaraCmgLHAI+KKDdKGCGql6ovb0mAff7HpPzqc9bdtsFWKSqGcCvIlLfV2azmMzFJV6Pozm98WS9zKqHlc9qZbN6BBz836nJPVU4/D2s+TPMrJPN8kGQmzEWzbmeeE0us/iNMcYYY4wpR44ePeoAqFy58ikTTiIjI3NTU1OdAIcPH3Zt27YtKDMz0/Hzzz+vX7Vq1ca9e/e6BwwYUD+v/b59+1yJiYmV7rjjjmMAqampjoiIiFPGjI6OzvXd85Q974orOTnZERoaevrEGMLCwnKTk5OdAGlpaY7IyMhT2kRFReWmpaWdvOe0adN2LliwYGvedXH6vPTSS7s3b97849GjRxMTEhK2LViwICI+Pj7mXJ6H8Spo5pIxJUZE7gZG+i7fUtXJqroTQFWzReRNIKmA7p2By0RkON7/f8NFZAfe5a87ge5+bWOAfaqaU1AsqrpcRGoBlwPNgdjTmiwABuOd+Ze3r98ioAdwLd5lusZcXOI1G3iWBEngxIF4towfyOY3Y3AEenCF5iKCJyvV5dBMwRGwG0/Wv4CPiNe1ZR26McYYY4wx5UlUVJQH4MiRI6ck2Y4dO+asWbNmFngTZiLC22+/vTssLMwTHh7ueeGFF/b26NGjWWpqqiMsLMwzffr0yNjY2LQqVark+vp49u7dG+A/5uHDh52+e56RlCuOiIgIj3+SLU9qaqozL3kYGhrqOXbs2Cltjh496swvEZinOH26d+9+cgZfhw4dMl577bVdt9xyS5O0tDQJDQ21vbvPgSX0TKlT1anA1LxrEakEuFX1mK/oTmBNAX07+fWLARJVNcZ3/RXwtog08+2jNwyYXoyQHgOqqGqqiJxetwCYiDc5+IivbBEwDtijqnvOGC1BagL9EHc/xHkZeCqBnAA9hCdrDvBv4k/u82dMyYnXTXgTe88BrfBkxpKVGQY4vkqkxqj/8Od1O7O6Zmbr1iJGMsYYY4wxxuQjOjo6t1atWlnLly+vdMMNNxwHyM7OZtOmTSHx8fGHAdq2bZs+adKkM/qKCOo7h27WrFmRt9xyy9G8utatW6d/9tlnlbOzs8lbdrtixYpKderUyaxcuXIx9tU5U1xcXHpWVpasWLEiuH379hm+MYOzs7MlLi4uA6BFixbpq1evruTf74cffqjUsmXL9ILGPZc+TqdTAVRVAEvonQNbcmsuBtWBBSKyTkR+xDsL7+68ShGZKCI3FzWIqqbinU03U0S2AnWAMcXo921Bp+qq6j68M/9+VdW8E4iWAfU5ff+8BOnKRwFLgD04g96k7m2daf6XBrR6sTotnq5Hg0GxBFZ5GtjE9MBNJMj9JJyZQTTmgotXJV7XEq+TiNe3iNc3er/Gs99vIzUrhxvLOjxjjDHGGGPKs/vuu+/Xt99+u/qqVauC0tLSZOTIkbVdLpcOHDjwGMDAgQOPVatWLfuxxx6rnZ6eLvv373eOHj26VufOnZPDw8M9hw8fdq5YsSLszjvvzJvkwsCBA486nU4dOXJk7bS0NFm1alXQ22+/Xf3+++8/eTJsTk4O6enpkpWVJQAZGRmO9PR0yc3NfzJdkyZNsjp37pw8cuTIOvv27XPt27fPNXLkyDpdu3ZNbty4cRbAQw89dHDRokURU6dOjczMzJSpU6dGLl68OOLhhx8u8ETaovrs2rXL9emnn4anpKQ4PB4P33//fdATTzxRt1u3bsfCwsLOKTlpQPKywcaYc5QgDryJw/+jRnel8YMOavYCV/CZbT25cPA72D4Ntk0CccxGcwcSr6mlHbYxIvIZEKCqvcs6FmOMMcYYY0rD6tWrG7hcrvlNmjRJCQ4OLtbpsEXxeDyMHDmy1rRp06oeP37c0aJFi/Tx48fvzJv1BrBmzZqghx9+uG5iYmJoaGhobteuXZPHjh27u3r16rnvvPNO5UmTJlVdtWrVZv9xV6xYETxs2LDLNm7cGFKpUiXP3XffffDvf//7XofDOzdr7Nix0Y899ljM6fHMmTMnqU+fPvm+xzxw4IBz8ODBly1cuDACoGvXrsmTJk3ambfUF2DSpElRY8aMqbV3797AWrVqZY4aNWrPoEGDTiYb4+PjL9u9e3fg4sWLtxSnT1JSUkC/fv0a7tixIzA3N1eqVKmSfdNNNx3761//ujdvyfL5ysjICEhKSgrPycnpFhsbu+1CjHmxs4SeMecjQRzgmIzIXbR7W2g0BIo76e7AQvjuthyy09ah2dcTf3LJsTGlQkSGAG8ClVX1RFnHY4wxxhhjTEkriYTe+erZs2fDTp06pT7zzDO/lnUs5dWlmNCzJbfGnJ9bwXM3180SGg8tfjIPoHoX6PE/F66QVsBTJRWgMYWYCwQD15V1IMYYY4wxxlyq4uLi0u6+++4jZR2HKV8soWfMuUoQJw73S9Tt56H2mSsWVZVHHnmEq6++mri4ON56660zxwhvCi2fdSHOR0mQGqUQtTEnqeouYAPQq6xjMcYYY4wx5lI1ZsyYA5dddllOWcdhyhdL6Blz7m7Hk9OUK57P99/R2rVr+fHHH1m+fDnLli1j3LhxpKSknNmw8UMQEOUE/lLC8RqTn6+whJ4xxhhjjDHGlCuW0DPm3HWicmw2kS3yraxTpw4BAQFkZWVx/PhxAgMDCQgIOLOhKwRiBrpwBHYr4XiNyc9coKmI1C/rQIwxxhhjjDHGFI8l9Iw5d1EEVXcWVBkdHU3jxo1p1KgRTZo0YdiwYQQFBeXfODDaO54xpW8JcBy4sawDMcYYY4wxxhhTPJbQM+bcpZB1NLegyq+//ppffvmFbdu2sX37diZNmsTOnTvzb5yd4h3PmFKmqpnAfGzZrTHGGGOMMcaUG5bQM+bcJXJ4pZP03QU2iIqKwuVyERwcTFBQEKmpqWc28uTAzk+z8WR/X4KxGlOYuUA3EQks60CMMcYYY4wxxhTNEnrGnLsPQH5lw0uaX2X37t0JDAzk2muvpX379nTs2JEWLfLZb2/Hv+D4Did4XirpgI0pwFdAJaBjWQdijDHGGGOMMaZoltAz5lzF6wk0ezRb31eOJp5R7XA4mDhxIkuXLmXlypW88sorZ45x4hC69pkcYCrxuqXkgzbmTKq6HdiMLbs1xhhjjDHGnKXNmzcHiEjs+vXrAwHeeeedyjExMS3LOq6KzhJ6xpyfySDL+G+nXPbPP7ueqVvJnns1+/bvd/T4q34vIlIyIRpTLHOxgzGMMcYYY4wx5+mhhx46smPHjvVlHUdFZwk9Y85HvGahOT3IzZjF/Bvg+8fg2HrQfFfheqXvho2vwpdX5Doydm7q8XLOR/9dzzhghojUKLXYjTnVXKCFiNQt60CMMcYYY4wx5cOJEydsYkoZcZV1AMaUe/GaQYLcDgxmyzsvkjS2GmGNsql3p5vwZuAKhdwMbyJv56c5HF7uQpzpaO44Jzy3fpdmishk4J/ARhF5FPiXamFZQWMuuMVABt5lt++VcSzGGGOMMcaUmvT0dNm4cWOpHhDXvHnzzJCQkGK954uLi2varFmzjP3797uXLl0aHh0dnf3nP/953/Dhww8DTJ8+PWLMmDG1du7cGRgdHZ1z9913Hxw1atQBp9PJAw88UGf//v3uOXPmbAe4/fbbYz777LPo/fv3J1atWjV3/vz5lXr37t3kyJEjicHBwbp9+3b3o48+WmfFihVhOTk5cu2116ZMmDBhV61atXL8Yzly5Ihr8eLF4X369DkyatSo/f7xjh07Nvqll16qfeDAgXUA/fr1i8nMzHRUrlw5Z/bs2ZWdTqcOHDjw4FtvvbU3r8+aNWuCRo4cWWfdunWVnE6n9ujR49j48eN3h4eHey7Ua17RWELPmAshXhV4nwT5J3ANqVt/z8a//R5PdlVQB6CIKxX1fAH8G82dR7yeyOuuqt+KyBXAK8CHwAARGaqqe/O9nzEXmKqeEJEFWELPGGOMMcZcYjZu3Bh41VVX5XOCYclZtWrVhnbt2p0ouqXXxx9/XGXSpEk/f/HFFz/PmDEjYuDAgQ2bNGlyIjAwUO+6666G77zzzvZ77rnn6PLly0P69evXyOVy6XPPPfdrz549Ux544IH6Ho8Hh8PB4sWLw+vWrZs5Z86c8Pvuu+/oV199FX7VVVelBQcHa0ZGhnTr1q1J9+7dk7du3bpeVbnnnnvq3X777fWXLVt2cs/3Tz75JHrKlCnbZs2atS09Pd2xd+/eInNLX3/9deS4ceO2T5o0aefChQsr3XjjjU1vuOGG1L59+6bu27fP1a1bt6aPP/74vi+//PLnY8eOOfv169dgyJAhdadPn/7Lub7GFZ0l9Iy5kOLVAyzxPR4lQQQIAjK5M7vQTxZUNRV4WEQ+wTtbb4OIjAA+sNl6ppTMBV4WkQBVzSrrYIwxxhhjjCkNzZs3z1y1atWG0r7n2bTv3Llzcnx8fDLAgAEDkqdOnXps4sSJVVwuF126dEkePHjwUYBOnTqlP/zww/snT55c9bnnnvv1xhtvTE1PT3cuXbo0JCgoyON2u/Xee+/9dd68eeH33Xff0fnz54f37dv3KMDHH38ccfz4cee777672+Hw7tD2xhtv7G7QoEGrn3/+2d2wYcNsgBtuuOHYgAEDkgHCwsKKNYOubdu2aUOGDDnq63+8WbNmGcuXL6/Ut2/f1AkTJkTXq1cvc9SoUb8CBAcH54wePXpPnz59mubk5PziclnqKj/2qhhTkrwz9zLOpouqLhSRVsDLwCTg977ZertKIkRj/HwF/D/gGmBh2YZijDGmpImIAlGqeuwCjdcS+FxVYwppcxXwFtAa+FpVb/GruxV4HvAAAcBnwDOFfbApIk8B9wCNgdtUdaZfXTVgKtAQyASGqeric36CxpgKKyQkRM9mtlxZqFevXubp12vXrg1xuVzatGnTU2Jv3Lhx5v79+wMAQkNDNTY2Nu3LL78MDwwM1Ouuuy6ld+/eKe+8806No0ePOtauXVvp3Xff/QUgKSkp6MiRI+6IiIjW/uMFBATotm3bAvISevXq1TvrD/+rV6+e7X8dEhLiSU1NdQBs2bIlcMOGDSFhYWGn3FdE2LVrl7t+/fqn9DVeltAz5iKkqseBx3yz9SYB60Xkj8A/bbaeKSmqulVEtuJddruwjMMxxhhTMe0DHgfa4P194+8bYJaqekQkAO+Kh+/xJvYK8g0wHe/fS6d7BViuqjf6EomfiUh9VbU3hsaYcmfnzp0Bp10H1qpVK9vtduv27dtP2f9v69atgTVq1DiZdOvatWvKN998Ex4QEKD333//wXbt2p1QVf7+979Xi4qKyslLZtaoUQEXW6AAACAASURBVCO7Zs2ambt27Sr0hFqHw3FB35PWqFEjOzY2Nm358uVJF3Lcis5OuTXmIqaqS/B+gj0R775m80SkXtlGZSq4ucCNZR2EMcaY0iUi7URkmYisE5GVInKtr9wlIvNE5HsR2SAiCSJSya/faBHZIiKrgTuKuo+q7lbVlXhnzJ1el6qqeUu3goBAoNA3jaq6UlW3FVD9e+BdX7tVwF6gc1ExGmPMxWjRokUR06dPj8jJyeHTTz8N//rrryPvv//+Q4MHDz60cOHCiClTpkTm5OSwdOnS4HHjxtW45557DuX1vemmm5LXrFkT+sMPP4T26dMnFeC6665LGTt2bI1OnTql5LUbOHDg0ZycHHnsscdqHT582AmwZ88e1/vvvx9Vks/twQcfPLxx48aQV155pWpqaqrD4/GwdetW94cffhhZkvct7yyhZ8xFTlXTVfWPwLXAZXhn6z0oIvbv15SEr4BWIlK7rAMxxhhTOnyz4WYAz6tqK2Ak8B8RCQVygXhVbQe0BJKBR3z9egP9gVigHRBzAWK5RkR+BH4F5gOzznGcaMCtqv4nL+7A+7cUIvKCiDx4nuEaY0yp6d+//+FJkyZViYiIaDNixIjLXnvttV9uvPHGtG7duh2fMmXKz6+++mrNyMjINnfeeWfDBx544NdnnnnmQF7fDh06ZISFheU2btw4o0qVKrkAPXr0SE5LS3N27979ZEIvKirKs2zZsp927doV0LJly+ahoaFtOnTo0Gzx4sVhJfncGjdunLVo0aKfvv322/AGDRq0jIiIaN2zZ88m69atCy7J+5Z3Yqv3jCk/RCQYGA38CVgE3K+q28s0KFOhiEjI5XB0GEwZDsuBVGAJp74hMsYYUwHk7aEH1AXm+O99JyJrgYeBZcALQG+82/VEAMtU9Q4R+QeQrKrP+/p0Aj4sbA89v/EHAbf476F3Wn1V4D9499Arct87EVkIvJm3h54vobdXVQP92nwMfKWq+S3PNcZcIlavXt3A5XLNb9KkSUpwcHC5OAguLi6u6dVXX506duzYvWUdy8UqIyMjICkpKTwnJ6dbbGxsQTO3KxSb4WNMOaKqGar6F6ADUB34UUSG22w9c95EAhD5i8LKjRAwHIbg3Y/oE2APIgsRKXIplTHGmAoj71P/eKAb0FlVrwD+jnc5bGF9zv/mqgeBL/HOADyX/oeBHBGp4VccA+w8/+iMMcaYsmdJAGPKId/eM23xnhL3JrBARBqVbVSm3BKpDizFu3l4i3xaOPDuOfQRIlMRcZdmeMYYY0rcZsAhIt3Bu+wVqAEk4p3Bd0hVU0QkDBjk1+8boL+IhImI4P0w6JyJSLO8Dyl99+oNrDuPIT8BHvSNdxVQG+8KB2OMMabcs1NujSmnVDUTeFpEZgCTgXUi8hTw/1Q1t2yjM+WG9w3Y53j3PiqOu4DDwIgSi8kYY0ypUtUsEbkNGCsirwMngNtVNU1EpgK/E5HNwEHgO6Cer9+XIhIH/ACk4D1YqVAi0hT4FggBgkVkN/Cyqo4HBgADRCQbcAKf4j0YrLDxnsGbtKsKtBSRcUAb3wy/vwAfisgWIAsYmHfCrYi8gHdJ7rvFf6WMMaZsrFy5cnNZx2AuPraHnjEVgG8z66eBp4CVwH2qaj/0TdFEbsW7EfrZyAQaorqnBCIyxhhjjDGmxJTHPfRM0S7FPfRshp4xFYCqZgGjROQzvLP1EkXkWeCNM2bribQCmgFu4CjwHaqp+Y0rQjRwOdAcaID303QH3k+5DwCbgI3AdlVsVmD5NDS/wuOE8BPN2EhzkmhCKmFk4yaALCI5FpiN+/WXhJeAJFUySzlmY4wxxhhjjLmkWULPmApEVRN9S1+eBF4GbheRe9W7AfQTwJ1Ak9O6nUDkK+AtQRcBrYDfBwQQj3fzaIKCyG3QgNzQUMThgMxMdO9eOHCAAACnk0ynk889HqYDX6qSXipP2FwI0Xlf7KIOn9Cfj11/YEVOLABul4dGl2UTGQUut5CdpRw6CNt2BwxAGSCCJyCAxdnZfATMUOVQWT0RY4wxFwcRaQ1MyafqA1V94xzGew64LZ+qfqr689mOZ4wxxlQEltAzpoLx7Q0zRkRmApMbQeIhSKkCVQroEqRwy0xu+V0t96+H92ZXq1KjBtl33om7e3do3hzq1sXpcOA8vWNKCvz0E6xcSeDHH/O7JUvo53BwQoS3gZdVOVKSz9VcEPtX05b/c77Gf3O7EVEpm1tuc/Knm6FlS2jY0IHbHXhGpxMnICkJ1q7F8dlnXPfFF1yXnc07LhczcnP5P1W2lsFzMcYYcx5EZCxwM9498tqoamI+be7Fewr6rao6M5/6+sA/fZcuvLP5h6jqUV99H7wn5TqBH4FBqpqSzzhTgHuAtqr6AvCC76CMfcBWVW0tIpNF5GdVfdHXZyDwIVBfVXf4yr4CPlHVf55+D2OMMaY8s1NujamgVPXHT6DzKkgvJJnHctrT0bmc2/hMru0bXWXpUtizB/c//gG9ekG9euAo4CdFeDjExcHw4bB4Ma69e+GVVwiKiOAxl4tfRPiziHcWX2kTkbEiskNE1DdTwL8uUETGicgWEflRRKYVMMa9IpLo9zjkO4QEEakvIqt95etF5BMRiSpgnGdFZIOILBeRen7lU0Tk2gv5vM+GCDENHdvD2rGalNadmDkTDhx2M2Wqg9tvh2bNwF3AebZBQdCqFdx1F8yYgePwYRxTp+KIieF3IvwkwjiRgv+/M8YYc1H6FOgI/JJfpYjEAA8AywsZYy/QUVVbq2pL3/VoX/9QvMm+W1S1sa/u2ULGWg3c53c9AG+CMM8CoIvfdVdgRV6ZiLh8z2d+IfcwxhhjyiVL6BlTgd0OgyMhMr86D8JLPMW1sgz31bGsWAEf/8fJNdcUnMArSo0a8Kc/wS+/4PrLXwgNCOBlt5v/iVCv6N4XXGFvSl4BFGiiqlcAf8pvAFWd7HtD0lpVWwP7gX/5qgt8w+JPRMKBgXiXMo8HHvGVdwfSVXXpuT/FcyfCrU4n67VezDWffgr/W+Xmd7+DwDMn4xVLaCgMHAg//YT73XdxVqnCULeb9SKUWcLSGGPM2VHVxaq6O786EXHgPXH2ESh471RVzVTVDF8fJ1AJ7+9cgF7AGlX9yXc9Hu92IAWZAfQRkbzfTnmzA/MsADr4DgcD7+/9v/Jbku8q4JCqbi/kHsYYU2GNHTs2unr16q3KOg6AkJCQNp9//nlYWcdRkVhCz5iK7aH8Ck8QSLxMZ7RzDG+86WDBdy7i4i7cTSMi4MUXYe1anA0a0Mrl4gcRrrpwdyhaQW9KRKQScD/wtPqO+VbV/UWNJyLtgWrAbF+fwt6w+MvFu6zI7WuTJSIheGckPHkOT+28iCAi/B8w4957Cdm4EXe/fiByYcZ3uWDIENi8GVf37lRxOFgkwh8uzOjGGGPK0EhgqaquLqqhiASISCJwCGgMjPJVXcapH7TtAGr6ZtLlJx34L3CLiDQDBL8Zeqq6C+8S3PYichlwBPgauMbXpCs2O88YY86ZiMTOnDnzrJJwBSUR09PT1/Tp0yffwxjNubGEnjEVW9XTCxS4Rz5kbvBtfDXPwaOPXrhkzumaNYOVK3F16UKE08l8EZqWzJ3OSkO8f/A/JSLfi8h3InJ9MfrdD3zo26MQKPQNy0mqehz4B97lSb8D3gJeAF7Pb8+gUvC4CC+/9Ra8/z4SFFQyN6lcGebMwTliBE5gmgi/K5k7GWOMKWki0hLoB7xYnPaqmuWb2V4d+IkCTlQvpkl4fwffD0zOpz5v2W0XYJHvw7ZffXv5dfHVG2OMMRWOJfSMqdjOmHn2Mk/xH+nHjNkuri9OGus8hYfD7Nk4r7ySILebL0XyXwJcilx4N/veqKrtgEeBf4tI9YI6+Gb13cFvm3wDxX/DoqrjfUtzbwTq+B5ficjbvr33Hr0QT6woIvQU4fVXXoFHS+GODge89hoMHow6nXwkwhUlf1djjDHFISJ3++0Re28RzTsBMcAWEdkBXA28JyL5rgTIo6pZeJNwd/mKdsIp23DEAPtUNaeQMZYDtfD+Hp6eT5MFeGfidQUW+soWAT2Aa7EZesaYIogQW1aP4sb48ssvV61bt27LSpUqtYmOjr6yX79+Md7YT51Bt3nz5gARiV2/fv0pG+mMGTOmWvXq1VtFRka27t+/f0xycrIDwOPx8Pjjj9eqXr16q0qVKrWpXr16q+HDh9cGaNSoUQuAO+64o3FISEib6667rjHApEmTolq0aHF5eHh466ioqCu7devW6KeffgoA+Oqrr0KfeOKJegcPHnSHhIS0CQkJafPOO+9Uzi/W6dOnR7Ro0eLysLCw1jExMS2fe+656rm5uX7fF4l96aWXqrVt27ZZSEhImyZNmjSfN29e6Nl+fysyS+gZU7GN87/4lm48w0u88aajVJJ5eYKDYfZsXJGRXOZyMbX07pyvnYAH3154qroG2A6FJpv6AxtUdWN+lfm8YcmXb0nR34HH8e6rd1BV+wO3ikiDs3weZ0WEWk4nn955J/rEEyV5pzPuy9tvI3FxuN1uPhchuPTubowxpiCqOtVvn9j8Zr75t31HVWuqaoyqxuCddT5EVd85va2I1PNtLZG3715/YJ2v+iugrW/5LMAw8k/Sne4x4E+qmt9SrQV4E4ydgSW+skXAH4E9qrqnGOMbY8xF68cffwwcM2ZMnRkzZmw9fvz4mm3btv04ePDgQ8Xtf/jwYffatWtDtmzZsn7NmjUbNm3aFDx06NC6ALNmzQr/6KOPqixZsuSn48ePr1m3bt2GW2655RjA1q1bNwBMnz59S3p6+prFixdvAQgPD8+dOHHijiNHjiRu3LhxA8Add9zRAODGG29Me+21136pWrVqdnp6+pr09PQ1Dz300JHTY1q0aFHIXXfd1XDEiBH7jxw5kvjhhx9ue/fdd6u/9NJL1fzbTZ06tcrUqVO3Jycnr+nYsWPqvffeW/9cX8eKyBJ6xlRs/wS2gnep7ZOuv9OrRw7Dh5d+ILVrw9SpuHJy6Hu9fNsXkXp4D4woVap6CPgW6Ane02qB+px6at7p7ue02XlFvGEpyB+BBN+eff577qnv+sISEUSqIRITRsoLVaoQ+P77OEpqiXVBAgLgk09wiVCH81t2ZYwxpgSJyAQR2Y13Jvk8EdlazH4viMiDvstWwHIRWYf392JVvLPh8SXkBgMzfWPXAcYUNb6qfquq/y6gbh/eD+t+VdU0X/EyvL/bbXaeMabcc7vdqqqSmJgYfOTIEUdERISnV69eaUX39FJVJkyYsCs8PNxTv3797Oeee27Pf/7zn+icnBwCAgI8WVlZsmbNmqC0tDSpXr167g033HC8sPFuv/32lA4dOmS4XC5q1qyZM2bMmD1r166tdPTo0WLnlyZMmFC1S5cuyYMHDz7qdrvp1KlT+sMPP7x/8uTJp2wZ9cgjjxxo2bJlptvtZtiwYQf37dsXsGvXroL2Xb3k2AthTEWmmoVIN+CLz+lzxfc5bfj+5ZLbM68oPXvCNXHZOFczG+9sakVkOfAxMA1vsu0MIjQGXgLmAJ+qklHUvURkAtAbqIH3TUmqqjbyVT8I/FNE/oZ3tt7QvE/wRWQiMFtVZ/uumwKtgZtOu0Ur4CXxvpgO4Ad8b1gKiKch3r188saZBnwmIv3xbjL+Y1HPqdhE2uCdLdgfqLOTumQ6gvnbKAgJuWB3OSu1a8Pw4TjGjuVZEd5XpdA/FIwxxpyHBHHhXYLaH0fgFSARQC7kHsOT/R3e37triddTDnNS1WJ96KKqXU67fs7v6zl4f18X1Hc2vgOmirjHoALKF+L9vexf1uy06zS8h1EZY0y516xZs6yJEydumzBhQtWRI0fWq1evXuYjjzxyYOjQoWfMfMtPeHh4TnR09Mm1rI0bN87KycmR3bt3u3v37p02atSo3a+99lrN++67r2GzZs3Sn3766X233nprgXt9f/HFF6Evvvhira1btwZlZGQ488r37t3rjoqKKvAUdH979uxxN23a9IR/WePGjTP3798f4F9Wp06drLyvw8LCPADJycnOunXrFrhVw6XEZugZU9F5T4CL+5PrzZ9735hLbDF2apg+fTqdOnUiPDwcESEn57eflxkZGfTv35/GjRvjcDh45plnih2KCIwa4+a/udeziWbgPa2uA/AGsIGCD6e4GW9y6gNgvwivi9CksHup6lBVraOqLlWt7pfMQ1W3qWpXVb1CVa9U1f/41Q3OS+b5rjeratjpy3xUdY6qtvI9Wqrq3ap6uJB4flbVXn4n6x5R1c6+vhdm1pp3Rt5fgdXACLwzH3iPIVSJVu67r+ghCvver1ixgr59+1KjRg3Cw8O54oormDy50FVap/jLX8C3h+Lvz+6JGWOMKZYEqUaCjEfcB4GvibhiEA3vv5pmj19O00dbUv/ujgTV/BOwBkfANhLkKRIkoKhhjTGmIlNldVk9ihvjwIEDj3333Xdbjhw5kvj444/vf+ihh+qvW7cuMCQkxJOWlnYyqbZz584zPsxISUlxHT58+GSbn3/+OcDlcmmdOnWyAR5//PHDq1at2nzw4MHEPn36HLvjjjsa5c22k9Nmgpw4cUJ+//vfN77hhhuSk5KS1qelpa2ZN2/eT97X0fsZkcNRdJqpdu3a2du3bz9ln7+tW7cG1qhRI6ugPuZMltAz5hIgqOdnbVjnd7c5i24MREVFMWzYMN58880zxxLhmmuu4b333iMuLu6sY+nWDUKDc1hIl9OrqgFfInJdAV2z8CYAw4FHgM0iLBKhvwj2ZsRrLPAk3tfppAWuHvS6OYDAwPw7+Svse3/48GH69evHunXrSE5OZuzYsTz22GPMnDmzWMFVqwZXx3low5ohiNxWFkuujTGmwkqQbohrE0E1B9NqdCR9kqD3OjdXvQ2t/wpt/gbtJ8Ktu910XwaNh8XgCHwBca8iQWLKOnxjjDH5W7t2beC///3viOTkZIfb7SYqKioXwOl00rJly+MffPBBdHp6uuzatcv1/PPP1zq9v4gwbNiwOikpKY4dO3a4X3jhhVq33nrrYZfLxYIFC0Lmzp0bmpaWJoGBgRoWFpYrIrhc3sWcVapUyd60aVNQ3liZmZmSmZnpiIqKyo2KivLs2LHD/fTTT9f2v1+tWrWyjx075tq/f3+Bbz4HDx58aOHChRFTpkyJzMnJYenSpcHjxo2rcc899xR7b0BjCT1jLhVX5eYS2Llz8Rr37NmTO++8kwYNzjynISgoiBEjRtC1a1eCgoLy6V04lwuuvQYWSZf8qgOAV4sxTN4nTx3xLhvaK8JLIsScdUAVhXdp8BmnDaYTzKrcNlyI7/1NN93EoEGDqFatGiJC165d6datGwsWLCh2mF2vdziOuKtdDfwH+BWRWYhcU+wBjDHGnClB+oHja2rfHEmfjW5aPAXhjfNvKw6o2gFi34Cb1joJa9Qcca8gQZqXbtDGGGOKIzMz0/G3v/2tZp06dVqFhoa2efLJJ+uOGzdue4sWLTLHjx+/8+DBg+4qVaq0vv7665vEx8efsWIoOjo6u2XLlhmNGjVqeeWVV7Zo3LjxiQkTJuwCSE1NdT7xxBN1q1ev3joiIqL15MmTq06bNm1r3vLWZ599ds/YsWNrhIWFte7atWujiIgIzz/+8Y8dr7/+es2QkJA2PXv2bHzbbbcd9b9f3759U2644YZjzZo1uyIsLKz1u+++W/n0mLp163Z8ypQpP7/66qs1IyMj29x5550NH3jggV+feeaZAyX1OlZEkjct0hhTcYkwNCSEt9PScJ7N/nkLFy6ka9euZGdnn/yUxl+XLl3o2LEjL7744lnF88wz8NlrW9mQVcCbDeiKd4+cvPj/CLwMhc7EywGcwNfA28CXquQW0r5iEXkf70bjp0jkStqQyMaNcPnlxR+uqO89QEpKCk2bNuWvf/0rgwYNKta4c+bAzTdDCmGEcXIv31zgT6ieOS3QR4QgVU4UVG+MMZesBIlGnLtoMCiIuPcEOcvP67OOwbfdcjm2fg2aHXf6vnrGGFPRrF69uoHL5ZrfpEmTlODgYFviWUFkZGQEJCUlhefk5HSLjY3dVtbxlAY7FMOYS0Ol0FByRSjemtsSFhYGxyn4dIZVtLsuTjjoV1Sd05aR5iPv51lP3+MtEd4/r0DLkWTCWoWTekb5cd/huWFhF/Z+WVlZDBgwgGbNmjFw4MBi98uLI50Q/4SeE3gDkV9Q/ez0PiK8A9wtwv8Bb19SiVpjjCnaE7jC3LR942Qyr1OnTmzatInhw4czevTokw1fe+01PvvsMxwOB+PHj6dVq1YQEAlXvevk6/btgF7Al2XyLIwxxhhzViyhZ8ylITsrq8iEWKnJzoYAsgus/wcjnweeP8/bPOZ7XBIWcx19+OKMcrfvdc4u+OU+a+np6dx2221kZWUxZ86cAmfw5ScvDnf+3/8XEJmJ39RxEQTvIRoheA9PuV+E+1X5/jyegjHGVAwJUg1xPk6Lp1y4f/vkJiEhgW+//ZYdO3acLEtKSmLOnDksWbKEpKQkHnjgAb777jtvZZU4qHVTLvv/+zIJMtdm6RljjDEXP0voGXNp2JecjCs5GSIiyjoU2L5NqenZk29dDs6UY0T2hFOmm90DPM5ve+f58+CdvZeGdz+9T4FdFzTgciCSY72Bv51eXpN9AGzfDvXrn/99jh49Su/evalcuTIzZ848630Ut2+HYMcJwj0p+VW3xHvq8TK/sgZA3r4bDqAFsFKE8cDTqiSf9ZMwxpiKIw7NDaTRkFMK69ate0bDBQsW0LdvXxwOB82aNePIkSNkZmYSmHdiUqMHnez98kogDMj3h7QxxhhjLh6W0DPm0rBEFVm6FG66qejGubm5ZGdnk5Xl3VIiMzOTnJwcAgICcDgcZGZmoqp4PB5yc3M5ceIEDoeDgIDiHTa76Jss7siZn2+di9zX52qv5f5lIhwATp8tkI03wbccGAfMUCWzWAFURLJ0E97E5ymbmtdlN/Xce1i0qDbduhU9TGHf+19//ZUePXpw+eWXM23aNNzu/PKrhVu0wMM18j9cBayaXUFc06uF5ap4fEUd8SZt8zaFyls2PhQYIMJw4GPVM/7/MMaYS0E04vIQEFHkxnmHDx+mWrVqJ68jIyM5cuQINWvW9BYEVc+rqoIl9IwxxpiLnp1ya8wlQJX9AQFsL+5hpB9++CHBwcH07NkTgNDQUIKDg1m8eDEATZs2JTg4mO+++45XXnmF4OBgevToUayxd+6En3cF0plF+VX/G3ilgK5OvEk9D3AceAdoocq1qnx0SSfzAFQ9QD9g5+lVnbO/YcF/i7fmtrDv/YQJE/jxxx/5/PPPiYqKIjQ0lNDQUHr16lWssT0eWDQ/h865+SdzAR7k3UlAmghrRJgOPMqZyVzwfiAVDUwHvhahYbGCMMaYiiUVzXGQW/Se7tHR0Rw9+ttBhMnJyVSu7HfwYM7JifGWzDPGGGPKAUvoGXOJyMoi4b33yEkpxp/pgwYNQlXPeHTp0gWAHTt2nFG3cOHCYsXx1ltQzXWYjizxL/4ZeBjVO1DN713JLrw/rxLxnuRaTZXHVNlYrJteKlR/AtoA/8RvyXJ/PuG7/7lZvbroIQr73o8aNQpV5fjx46SlpZ18zJ07t1jhffop7P3VxW3MyLc+k//P3r3HRVlnDxz/nLmgoICIeEHwmmhKXqKs3EpTV63MbTO1Zi0ty19ZVupWtpvVZplldjG7uJlbtk2ldtvVLnbV0u1m3ihN866Yd1ADgZk5vz9mMFQUVGAEzvv1el4x83yf5zkPIcycOd/viVi4hA4XAMOBj4FI4Aw4ajOXgnUhuwA/iXCvCNVKFIwxxlQOwb+DGUeuoXq4Ll26MGfOHFSV1atXU6tWrd+n2wJsmQ3i2gnsOepJjDHGGHPKELU1b42pEkSo7XKx8b77qDFmTHhi2LoVmjYJ6KC8Fz+dwk1Lgd3Ah6j+UNyxItRVZXvZR1lJiFQn2K3wzAAS2cy16S+tuzeo+/4HjrB8kOP3wxmt8mi35h1e16uKHAJ0QfVgpleE2sCu47zUfuApYCXwM/CzahHtf40xprJ43fU20Sm9uTTdXdDldtCgQXz//ffk5OTQrFkzPvnkEwAeffRR/vOf/yAiTJ48mfbt2wfPkZ0B7zUJoPkj8OikcN2KMcaUh0WLFjVzuVyfpaSk7I2MjCy+xNlUCDk5ORGrVq2K8fl8XdPS0taGO57yYAk9Y6oQER6IiuLexYtxpqSU77VV4aqrCLzzDjvz82miSk75RlC1iXAx8P5770GfPuV//SefhL+OCvCjtqYVPx++ey9wLarvFX5ShN7Af4s5tRJMBrpCX+8CdgKn8fs6sRkEk3sHk3yhbaPqURbzM8aYisIrqcAyzpkqNB9y/MerwtfXwXrvNjS/CR49UOoxGmPMKcQSepVTVUzo2ZRbY6qWR/PzSb/kEnxZ5dwbdPx4mDkTyc9noCXzwuJDEaZddRX+H38s3wvPnQt/HaU8rH87PJm3AXgcaHd4Mi/kfODwF1k+OJiE2wd8CNwHXAjUUCVBldOBKKAl0Ad4ElhLcPru34EPQo/3i7BMhJkiPCTCQBHOFiGmFG7bGGPKh0fTQZ7kmxuV1VOCCbqS8ufCt0OVddMDaP6tlswzxhhjKg7rcmtMFaJKjgi9N2xg8ZVXEvfeezijosr+um++CX//O6gyQpWPy/6K5nCqqAjDfD5aX3IJaQsW4E5KKvvrLlsGV16JXxwy6w7/U3cDTQiuibcd1fRiDr8QKNw6eRPwOfAVsABYWagb7iFUyQdWhbZDqvxCU3lbFtpaAVcQrOpzh8Zs5dBqvoLqvg1W1WeMOfXoX4Hf+O6mMfw6N0DrexzUTgORoocH8uHXT2DxXT72rvCBXo1H3y3XkI0xxpRYx44dW5577rn7Jk2alFEW509LS2vZfqLnPAAAIABJREFUuXPnfU888USZnN+UDUvoGVPFqLJZhEu/+IJPOncm8r33cCUmltm1ePxxuPtupS47XtlGXVuXJ4xUyRXh8q1b+TItjaZz5uA666yyu97770O/fvjz8/na7+e66nogh2BVXkndR3AdwAXAQlV+LY24VNkN/C+0HSSCC2jKocm+1sCfgbqhYbkirKaIZJ8q5Vz3aowxIR5V4D688hVb/vsim95ulBeRTMRpf4E654E7BtQPebsh40Nl0yw/+XtdONzfoP7r8OjqcN+CMcYYY46PJfSMqYJU+VaEjkuX8sEZZ5A0ZQquvn2P/kH+iVi/Hm6/1c/s94XH9C5G8oTLoQFbtDPMVNkmwjm7d/PWeefRedw4HLfdBtVKsTdsVhaMHQsTJ4LDgTcQ4EZVck8g1k+AT0ovsmKv5wNWh7bZhfeJEMehib6WwOUEq/oiQmO2ceRafSuB9VbVZ4wpFx6d26W1NPP7WXNz903ZHt8TtQjkNThkjCNiOYG814CZXJW3LjyBGmOMMeZkWULPmCpKlZUitMvK4rl+/fjLWWfhmzgR14UXntx5d+2CceNg8iQ/SWzhU72WLswDuBqRf6BWBRBuquwR4Y/A30aP5t6nn0bGj8ft8cDJ9MDNzYUXXoD778f3228cAEYEArykSoVP5KqyB/g6tB0kgpPgNOKCqbsFyb4/AfVCw/JE+IUiGnOEzmuMMaVm3gquBpK/WkVrzx/yVgHVgRiCa5Du46pcWwDeGGMK80pa2K7t0UXHe8gPP/xQ/Y477khevnx5VEREhHbr1i3rmWee2RwfH+8HeOSRRxKmTZtWd+vWrRHVq1cPnH/++Xuff/75TQ0aNPAB5OfnM3z48KRZs2bF+/1+PB7PztK+LVM+rCmGMVWYKnt9PgYCZy1ZwledO0PbtuSPHw9r1pT8PNnZ8NZbMKCfn0YNfbw6aTcTfbezwndaQTIPgr9vUkv/LsyJUMWvythAgNMyMnjt2mvR5GTy77wTvv++5Guq+/3wxRcwbBgkJpI/ciT5WVk86fPRWJWplSGZdyyh7+MaVd5X5QlV/k+VLqrUB+KAc4AbgHeBAHAZMIXgdN/dImwTYb4IL4owSoTeIrQITf81xpjjIiIu4H7gNVX9GY8qHs3Bo9vw6C48ask8Y4ypwPbs2ePo1atXSsuWLXM2bty4/Ntvv12xevXq6gMGDGhSMKZBgwb5b7311i9ZWVmLFy5cuGLt2rXVhg4dmlywf8yYMfX/+9//xn300Uc/Z2RkLHO5XLp06dIaYbkhc1JEj6cTljGm0hJBCDYhGOhy0d/nIyY5mby2bXG1aYOjRQuoUQOczmAlVkYG/PQTrFiaS/oKFwfyhM6uBfTzvc5A/k0M+4q6TG9U55TvnZmSEOF0YFAD947bt+YnVK8fn0ebVAet27po1Qpq1QK3G/LyYOdOWLECVizLZ3k67NnnJtm9dfem/AZPAq+osinc93MqC1X1NebQphwFXxdMjcuHg1V9h1T2hdYANCUkInOB+gQTqvuA21R18WFjrgOmAX9WLboxgIj0JtiV2QksBwar6t7QvkbAs0AKwS7Mz6vqM0WcYwxwVSiOAaq6IfT8y8CLqrrgpG/YVGkiMhiYCpyuVhFvjDFFWrRoUTOXy/VZSkrK3sjIyLyKUKFX0BSjTZs2B0aPHp28ffv2pW63G4AFCxZEnn/++a03bNiwtFGjRr7Dj50+fXqt2267rUlmZuYSgMaNG6cOHTp0+9///vftAD6fj7p167YbPHjwjorcFCMnJydi1apVMT6fr2taWtracMdTHqwCwBgDBLugAvOAeSIMA7pu2sQ5mzfT+pNPaO/z0cTvJwIQl/i1nmuntA6k08m/nKGkcylzaOA7Zs+CTILNDcwpSJUVwOiA1DvnB87s8tmurqyYdzrfLGzHdE1hvz8SvzpxiY9azv20YiWtfUu5gp/owVxOz1/5DqoPhfs+KoLQenprQ9sHhfeJEMORHXgvAW4nOG0OEXZQdAfedaHuvuZQ/VU1E0BE/gy8DLQr2CkiTYAbOWw6dWEiUhN4CeisqitFZDIwBrhTRAR4BxivqjND4+sVcY4YYCDBRit/AYYDfxWRPwLZlswzJ0tE3AR/LqdbMs8YYyqnTZs2uRs2bJhXkMwDaN26dS7AmjVrIho1auR75ZVXaj311FP1N2zYUC0vL88RCATIyclx+Hw+XC4X27Zti2jWrNnB9a1dLheJiYlWwV0BWULPGHOEUFLgo9B2UKiKT/LV1YF8vj/O004k9KbanLoc6PqzWMRZhD4sLJQeCiA4VIOrMB1pfdlHV/mpshf4LrQdFKrqa8SRyb6LgYI+1T4R1nBkU46fVdlVLjdwCtJDf+/Ewu/TwEXEQbCaaTgw8RinuRhYrKorQ4+fA+YCdwLdgNyCZF7omtuKOIefYHWfG6gB5IlIFMEETO/jvC1jinItwd8T9uGKMcYcjxNYxy5ckpOT8zMyMiLy8/MpSOqtWLGiGkDz5s3z1qxZ477++uubP/fcc+uuueaaPVFRUTp9+vRagwYNal4wO7NevXp569atiyg4p8/nY+vWrRFFXc+c2mwNPWNMiamiqgRQXQTcfRyHfsix3yybU8dEglMTj+A4+nJ4+4Dnyyogc3CtvnWqfKjK06oMU6WrKg0JLnZ/FjAYmAHkAr0ITgFdAOwUYacIC0R4SYS7RPiTCC1FcB/tmpWJiEwXkU3AWOCaQrtGAgtUi30h3wjYUOjxeqBBaL2y1sAOEXlDRBaLyDsi0uzwE6jqb8ATBCsB/wQ8DTwITCyYumvMiRKRCILJ4ZdVtUpMMzLGmKqoX79+mS6XS4cPH560f/9+2bhxo2vEiBHJF110UVajRo18e/fudQYCAerWreuLiorS5cuXV5swYcIh3c4HDBiw69lnn62/ePHi6jk5OXLnnXcmZmVlOcN1T+bEWYWeMebEqD6GyArgKeCIN68AVMNHLg8DD6FadF2XObWopiPyL2DIcRw1DtUqWwEWbqrsAxaFtoNEcADJHLlOX0+gYWiYT4S1HNmBd6UqlabjmapeCyAig4BHgUtEJBXoS3Dt0JPhAroC56rqjyJyE8HE6llFxPEcweo+RCQNSAI+FJFngbrAl6o66STjMVXTYILVug+HOQ5jjDFlqHbt2oH3339/1R133JGclJTULiIiItC1a9esZ555ZjNAhw4dDtxzzz1bhg4d2mTgwIHOlJSUnAEDBuxKT0+PKjjH2LFjf92zZ4+ze/fuLQOBAB6PZ2e7du1+C99dmRNlTTGMMSdP5GyCb4ybEnxzu5NzWcNNPIqbq/Dom+EN0BwXESfB6qFbihnpA8agOr7sgzKlSYSaBBs4HJ7sawlEhobtpoimHMAaVSrsOisikkMwkdYfuI9gRSMEG2fsBe5X1ecPO6YfMERVe4UetwbmqmqSiFxJsNHGhaF9NQhWrVZT1SLXNAxV9n0MXA1cCiSr6gMi8nnoOlZhZUpMRKoBq4H3VfWmcMdjjDGnuiOaYphKwZpiGGPMiVA9Ys0vALzSCngCr7yPR4tse2tOQap+4FZE3iS4JtOfgfhCIzYDs4B/obosDBGak6TKfuCH0HZQqKoviSM78HYjWO0H4C9U1Xd4sm9HqMHOKUFEagFRqpoRenw5sAvYHUraPV9o7BfAU0fpcvsh8KyItAqtozcMeCO07wPgMRFpqKpbCDYxWXG0ZF7IKMCrqr+GEoAF3zMluL6eMcdjCFAPGBfuQIwxxhhTfiyhZ4wpS6MJJoPuB/4a5ljM8VL9EvgSkZvpS3fO4gMW04sZzMXKuyslVQLAxtD2ceF9ItTg96q+gmRfV+BmoGAaR6bIkU05CFb15VL+YoGZIhJJcG3IHUBvLcHPr4g8CGSo6guquk9EbgDeDVXXpQODILg2Xmia7ZxQx9ss4KpjnLc50IVg4g/g38A7oSrABaq6/ATv1VRBIlId+DvwoqpuDHc8xhhjjCk/NuXWGFO2vHIz8AzQHo+mhzscc4K80oZgEiMVj/4Y7nDMqSPU/bohh07dLfi6UWhYAFhHER14ge2nUlWfMRWJiAwHJgDNQxWixhhjimFTbisnm3JrjDGl758EpwM9i1e64LFPEYypTELJuM2h7ZPC+0SIAlpwaLKvC/B//D61NEvkiKm7PwO/qHKgHG7BmAopVHn6N2CKJfOMMcaYqscSesaYsuVRP14ZBnwNeIDXwhyRMaacqJINLA1tB4Wq+hI5silHZ4JVfQIERFhPER14gW1W1WcMNwG1AGtMZIwxxlRBltAzxpQ9j36LV14EJuKV2Xg0K9whGWPCJ5SM2xLaPiu8T4RIglV9hZN9FwA3AjVDw/aGqvoOT/attqo+UxWEmqmMBp5T1a3hjscYY4wx5c8SesaY8vI3oC/wIHB7mGMxxpyiVMkBloW2g0JVfQ04cp2+IUATglV9Wqiq7/Bk31ar6jOVyM1ANPBYuAMxxhhjTHhYQs8YUz48uguvjAam4JVpeHRpsccYY0xIKBmXEdo+L7wvVNV3Gocm+zoB1wExoWH7ClX1FU72rQ4lEY2pEESkJnA3MFlVt4U7HmOMMcaEhyX0jDHlaRpwA/AcXrkAjwbCHZAxpuILJeSWh7aDQlV99TiyA+9gglV9DoJVfRs5sinHSiDDqvrMKegWIJJgd1tjjDHGVFGW0DPGlB+PBkINMr4DrgVeDm9AxpjKLJSM+zW0fVF4nwjVgeYcmuw7BxgExIaG7RdhFUcm+1aFGn4YU65EJAa4C5ikqjvCHY8xxhhjwscSesaY8uXRH/DK88BjeOU9PLon3CEZY6qeUPOMH0PbQaGqvroc2YH3GqAZwao+QlV9h6/T9zOw2ar6TBkaDriBieEOxBhjjCnOpEmT4h9++OGG27ZtW1b8aHO8LKFnjAmHMUB/4GFgWJhjMcaYg0LJuG2hbX7hfSJUI1jVVzjZdzbBZF+t0LDfQlV9hyf7VqnyW3ncg6mcRCQWGAU8raq7wh2PMcZUFvIPSQvXtfV+XRSua58Mn8+HiOB0OsvlegcOHJDq1avbB6aHcYQ7AGNMFRSsyrsTuAlv+P6AGmPM8VAlV5WfVHlHlUdUGazKeUBtgmv1XQjcAXwG1AT+Avwb+IHg9N2NInwswmQRbhXhjyI0ErHXY6ZEbgecwBPhDsQYY0z52rRpk6t79+7No6Oj2yclJZ3x/PPP1xaRtNmzZ0cDfPbZZzU6duzYslatWu0TExPPuP322xPz8/MPHi8iaQ8//HDdM888s1VUVFSHlJSU1h999FHNwteYPHlyfMuWLVtHR0e3P+2009r885//jCvYN3v27GgRSfvnP/8Z16RJk9SoqKgzt2zZ4po2bVpcmzZtTo+JiWkfFxfXrmvXrqetXLkyAuDDDz+seeeddzbesWOHOyoqqkNUVFSH559/vjbADz/8UP3CCy9sERcX165evXptPR5P4127dh3MDnbs2LHltdde26h3797NYmJi2l9//fXJZfwtrpDsBaQxJlxeBRYSbJBhv4uMKSUioiJSq/iRJT5fqoisL2bM2SKyUESyReTdIvbfKyJrQtvDJbjmNyKyJLSlh+6p7UncRplSRVXZrsqXqkxV5a+qXKZKChAFtAb+DDwLbAbOBP4BzAU2EOzAu1iEN0T4hwgeEc4UoebRrmmqFhGJA0YCT6raUhXGGFPV9O/fv1kgEJC1a9cuX7x48U+zZs06mGxbunRptd69e6fccMMN23fs2LHkiy+++PnDDz+sde+999YvfI7p06fXmT59+rqsrKzF559//r7rrruuacG+0NTYxBdffHF9ZmbmkmeffXbDyJEjmxye9Js5c2btr7/+ekVWVtbixMREX0xMjH/q1Knrd+/eveSnn376EeCqq65qBtCrV6/9EyZM2JCQkJCfnZ29ODs7e/HNN9+8e8+ePY5evXqltGzZMmfjxo3Lv/322xWrV6+uPmDAgCaHXSv+mmuu2bVnz54lU6ZM2VwG39YKz95EG2PCI9jhdhiQBgwJczTGmJOzlWBl2ojDd4jIhcDVQFuCia2eInLpsU6mqueoantVbQ88AKSraoVce0WVPFVWqPKuKo+qcp0qnVSJBxKAC4DbgI8Jdi69CpgOLCKY6NsswiciPCvCbSL0FKGxVfVVUiK1ELkekQ8RyULEh8jelfDDMHBPCv5sGGOMqULWrFnj/vrrr6MnTJiwOSEhwZ+QkOAfP378loL9Tz75ZN1u3bplDh06dI/b7SYlJSXvjjvu+PX111+vU/g8w4cP35aamprrdrsZNmzYjq1bt0Zs2rTJBTB58uR6I0eO3HrhhRdmO51Oevbsub937967p02bFl/4HI8//vjm+vXr+yMjI9XlcnHllVfuPe+883JcLhcNGjTwjR07dsvSpUtr7Nmz56ivU2bMmFErPz9fnnvuuc3R0dGBxo0b5z/11FMbP/3001obN248uCxc9+7dMwcMGJDldDqJjo4OlN53tPKwNfSMMeHj0WV45RlgPF55B4/uDHdIxlQmInIWMIng9M8DwAhVXSAiLmAOEE8wibQUuFFVfwsd9wDB6aJ7gQ+Ku46qbgY2i0jrInYPAF4tdO5pBBN8c0p4G0OAl0o4tkJRZSfwVWg7SAQ3wQYchZtytCP4vSx4YZ0jwmqObMrxsyr7yuUGTOkSuZzgz3rtw/ZEt4ToZ4NfL0FkGKr/LufojDGm0jrV17HbsGFDBECLFi3yCp5LSUk5+PXatWurf/PNN9HR0dGxBc+pqgQCh+bAkpKSDh5TkCDLyspyJicn+zZu3Fj9/vvvT37wwQeTCsb4/X45++yzD3lN0bJly7zCj+fMmVPzoYceSvzll1+q5+TkHJwym5GR4Y6Li8st6n42bdrkbtiwYZ7b7T74XOvWrXMB1qxZE9GoUSMfQOPGjfOKOt78zhJ6xphwe4BgRcojwI3hDcWYykNEIoC3CSbqPhKR84G3ROQ04DfAo6q7RESA5wh2zxwfqp7rR7B6dh/B6fEnoxGHJqzWE/w3X5J7SAY6E2w6UfDcTUCiqt53knGdslTJ5/cE3SFEiOfIDrz9gNMIva4TIYOiO/BuVMVfDrdgjpfINcDLFD97Jhp4FZFaqE4u87iMMcaEXUFia/Xq1RFpaWkHCr4u2F+3bt38Pn367J45c+b6E71GfHx8/j333JNx6623HrPpktPpPNiY4sCBA9K/f/8WI0eOzHj//fd/iYuLCyxYsCDy/PPPb60aHOZwHPlnLTk5OT8jIyMiPz+fgqTeihUrqgE0b978YBLP4XBYE4xi2HQNY0x4eTSLYNe+G/DKueEOx5hKpCUQUNWPAFT1K4KdW9sDAowQkcXAMuDS0PMA3YAZqrpXg6/GppR75L8bDMxW/b16V1VfqMzJvOKoskuVhapMU+VuVS5X5XSCa/W1BPoATwJrgTOAvxOsslxLsDHHMhFmijBWhIEinC1CTLjuxwAiNQk2ujie1+XjEIkvfpgxxpiKrnnz5vkdO3bcd9dddzXcuXOnc+fOnc577rmnYcH+4cOHb//ggw/ipk2bFnfgwAHx+Xykp6dXmzVrVon/vt90003bJkyY0GDevHlRfr+fnJwcmTdvXtSXX34ZdbRjcnNzJTc31xEXF+ePi4sLrF+/3v33v/+9YeExiYmJ+ZmZma5ff/31YPVev379Ml0ulw4fPjxp//79snHjRteIESOSL7rooqyC6jxTMpbQM8acCl4HvgCexSvl0/vcmKqp4JNOD9AV6KyqZwCPA9WLOeZEbQQaF3rcJPTcMYUqB6+jkk63LW2q5KuySpX/qvK4KjeocoEqdQlO0+0E3Ay8T7CSry8wDfgWyBIhQ4TPRXhBhBEiXCxCMxHsd3IpESFWhL4i3Odw8Hr16qyoVo1tMe7s7Q3d2+u0iFjPJY4PGMXjvMT1rKLFsU4XTRFrVhpjjKmcZsyYsU5VpWnTpme0a9eude/evTMBIiMjA507d87+z3/+s+qll16q06BBg7ZxcXHtr7zyyubr1q2LKO68BcaMGbN99OjRGcOGDWsc6pTb9s4770zev3//UXNGsbGxgSeeeGL9xIkTG0RFRXXo2bNniyuuuOKQxk2XXXbZ3u7du2e2atXqjOjo6PYvvPBC7dq1awfef//9Venp6ZFJSUntzjrrrNZNmzbNffPNN9ed+HeoapKCUkhjjAkrr7QBlgC349Hnwh2OOUzw/086kIpHfwx3OOboRESBOCAb+AUYoqofi0gnglNwTyOYKPujqvYRkWhgHrBRVS8XkUuAx4DzgP3AK8CFqtqkBNceDFyuqpcXeq4Lwe6uHQEfsAB4QFVnF3OubsC/gCaqagshlwERXEBTfp+6W3gqb93QsFxgNYdO3V1JcK2+rPKOuaIRIQq4wunkKlV6quJKSiLvjDNwtmmDs149iIgAnw/27YOfVwZYsSyfFatdHMhz0s79I/3zX+NqXqcp6w8//WxULyv/uzLGmIpt0aJFzVwu12cpKSl7IyMjK+Q6bQsXLoz8wx/+0Hr9+vXLGjdunB/ueE4FOTk5EatWrYrx+Xxd09LS1oY7nvJga+gZY04NHv0RrzwFPIxXZuHR7eEOyZiKTFXzROQKYJKITCTYFONKVd0vItOBP4nIz8AO4EtCVXSq+r6IdAR+oIRNMUSkJfApwWmfkSKyGRinqs+p6hci8iawPDT8zeKSeSFDgH8dnsyrCmvolRdVfASTdauBQ/6fiBDHoYm+lsDlBBPCEaEx2zhynb6VwPqqvlZfKFl6ndvNw4EAdbp3JzBgAM4//Qlq1+YYFRMOoBo+H8yfDzPebM2TM/7B/VkPcqO+yP08QD0O/nmskG9CjTHGHL/vvvuuem5uruO8887LXr9+vXvkyJHJ55xzzj5L5lVtVqFnjDl1eKUmwTeDH+PR68IdjinEKvSMMRxMVDXm0KYcBZV99ULD8ghWhxbVgXfP4eesbES4wO3mpUCA04YOhfvuQ+rXP/Hz5efDK6/A/X/LI2u3n3v9/+AuHsOBDkF1WulFbowxVUNFrNCbO3dujaFDhzbdtm2bOyoqKnDOOefse/755zdZQu93VbFCzxJ6xphTi1f6ATOA8/HognCHY0IsoWeMKYYItYAUjuzCmwIHq9K2U3QH3nWhisEKSwQBRorwWM+eMGkSjhbHXAbv+GRnwxNPwIMP+OnEwpzd/thGy7TtzuKPNMYYU1hFTOiZ4lXFhJ5NuTXGnGpmAZ8Az+GVNDxaod/gGVNZiEh74OUidr2iqk+ewPnuA64oYldfVV1zvOcz4adKJsEmG98Wfj7UWKMxRyb6egMNQsPyRfiFw9bpI1jVt7tcbuAkiCAOB5NVGTZ+PNx5J4iU7jWiouDee6FHDyd9LvtDxO49joUidFElo3SvZIwxxpiKwBJ6xphTi0cVr9xKcL2tW4CnwxyRMZWWiMwF6gMBYB9wm6ouLmqsqi4RkQ4E18o7U1VrFTpPb4Kdcp0E/+0OVtW9RVzvZWBQ6PgHgQdDTTm2Ar+oansR+ZeIrFHVh0LHDAReBZqq6vrQcx8CM1XVOuBWAKH19NaGtkPWZBQhlt+r+goSfpcAtxPqvCzCDopoykGwqi88U41EavN745BtoP+nys0zZ0LfvmV76Y4d4ftFDueFF9J082Zmi/AHVXLK9qrGGGOMOdUctQWxMcaEjUd/JpgcGItXGhQ33BhzwvqraltVbQ88QdEVeIWNAA6pnhORmsBLBLvbtgAygDHHOMci4PpCjwcAKwo9/hzoUujxRcA3Bc+JiAs4H/ismFhNBaBKlirfqfJvVcao0k+VtkBNoBlwMfAwwURxM+AO4D8EE3rZIqwQ4V0RHhXhehE6iRBfJsGK1EBkGCLzCDaTWQGs+A+X7RT0kSeeQMo6mVcgKQk++ABXtWq0dTiYGprua4wxxpgqxBJ6xphT1cPAHmBCuAMxprJS1cxCD2OBoy6sKyJtCHY5HX/YrouBxaq6MvT4OeDqY1z2baC3iFQLPb4OKLyw/+fAeSJSsOba+cAj/J7kOxvYqarrjnENU8Gp4ldlnSofqvK0KsNU6apKQ4I/q2cDg4GZQC7QC3gWWADsFGGnCF+J8JIId4nwJxFaiuA+oYBEUoEloWtcSOg1dBYxDHa+6hh0rXL77Sd508epZUuYNQunKh6gf/le3RhjjDHhZlNujTGnJo/+hlduB97BK1Px6BfhDsmYykhEphOsgoPgVMeixriBF4EhgP+w3Y2ADYUerwcaiIhLtcg1MLOBj4HLRWQpIBSq0FPVTSKyFThHRDYAu4G5/J7cvwirzqvSVNkLfB/aDhLBASRz5Fp9PYGGoWE+EdZyZGOOlaoU3WBCpBEwH4g7fNeTjCBQvQZPPOUo9TXzSqJnTxgwgMBbb/GQCLNC05uNMcYYUwVYQs8Ycyp7j+B6S8/ilfZ41NqyG1PKVPVaABEZBDxK0Um9+4G3VXWFiDQphctOAx4ElgL/KmJ/wbTbDcA8Vc0Rke0i0jT0/KulEIOpZFQJEPyZ2UAwCXyQCDU5sgPvH4FbgcjQmN0U0ZQjH+coF/4jknl7qMWTzr/y17tdxB2xt/w88ACON9+kOcHK2H+HLxJjjKl6duzY4czIyHAlJib6EhISKtSHKh07dmx57rnn7ps0aZI1V6qgbMqtMebU5VEFhgPNCS6Qbow5QSJyrYgsCW3XHb5fVV8BLhKRotYf6wwMF5H1wFdAjIisF5EEYCPBDqYFmgBbj1KdV3Ctr4FE4CrgjSKGfE6wEu8i4IvQc/OAHsAfsAo9c5xU2a/KD6q8rsr9qlylSgeCa/U1JvizdT/wA5BEsCnTO/Hs/EmRIUWdcw6Xkk0Ut91WshjeeOMNLrjgAmJiYhARfL7f/4msXbuWP/zhD9SpU4eYmBiaN2/O2LFjCQQCxZ63ZUvo0wecTgaWLBJjjDEnKz09vVqPHj1XKpbqAAAgAElEQVSa169fv3379u1T69ev375nz57N09PTqxV/tDGlwxJ6xphTm0fXEKwaegCvJIU7HGMqKlWdrqrtQ9u/RKSWiCQW7BeRy4FdBKe4Hn7sBaraWFWbEFzTbq+qNlHVHcCHwJki0io0fBhFJ+kOdzvwV1XdV8S+z4FzCSYSvwo9Nw8YBWxR1S0luWdjiqNKQJWNqnysymRVblXlj6o0AmrewyNXuyk6Nz2PzpzdwUdsbMmuFRcXx7Bhw3jqqaeO2JeQkMC0adPYtm0be/fu5eOPP8br9fLss8+W6NzduyPABSI2+8YYY8paenp6tU6dOp3+2WefxRZ88BIIBPj0009jO3XqdLol9Ux5sYSeMaYiGA9sByaGOxBjKpFY4F0RWR5ay+5WoLeqKoCITBWRPsWdJJSQuyF0rl8IVjeNLcFxn6rqm0fZt5Vg5d92Vd0fenoh0BSrzjPlRJXfRvHEd0fbPz+iO527Rxxt9xF69uzJ1VdfTbNmzY7YFx0dTcuWLXE6nQCICA6Hg59//rlE5+7cGfx+ooB2JQ7IGGPMCRk1alRSdna2w+/3H7J6qt/vl+zsbMeoUaNKvQihY8eOLa+77rrkyy67rGl0dHT7+vXrt3300UcTCo954403Ytu0aXN6dHR0+yZNmqTed9999fz+Y88CzszMdPXo0aN5jRo1OjRq1Ch18uTJB2dqTJo0Kb5evXptC48fOXJkYlpaWsuCx+PGjUtITk5OrVGjRof4+Ph2ffv2bVI6d2xKwj7FM8ac+jyag1eGA7Pxyot49JNwh2RMRaeqG4COx9h/w1GeXw/UOuy5/wD/KcE1Bx/l+S+A9oc91+qwx/sh1KHUKzWA04EYgk019gGr8BzStdeYk6e6BpH/AecdvmuTrwEpKaV7uQsuuIDvv/+eAwcOkJSUxC233FKi4wrFkQwsKt2ojDGm8hORtNI4j9/vl7lz59YqyflU9bh+X8+aNSv+tddeW/Puu++ue/XVV2sNGTKk+aWXXro3NTU1d968eVHXXHNN8+eff37doEGD9nz99ddRffv2Pc3lcul99923/WjnnDFjRp1p06atmTNnzpq33347duDAgc1TUlIO9OjR47fi4lm+fHm1sWPHJs2fP3/F2WeffSArK8uxcOHCqOO5J3NyrELPGFMxeHQOwYTBs3jFytiNqWq8EoVX+vK6cxbi3AV8B3wKfAJ8A44dvO5+H69cg1diwhusqWTGFPVknrqJKHmBXol8+eWX7N+/nwULFnDNNddQt27dEh1XKA77+2iMMZVUr169Mvv06bPP6XQyePDgzJiYGN///ve/KIApU6YkdOnSJeuGG27Y43a7ueCCC7JvueWWX//1r38lHOucnTt3zvJ4PFlut5sBAwZk9ejRI3Pq1Kl1ShKP2+1WVZUlS5ZE7t692xEbGxu4+OKL9xd/pCktltAzxlQktwONgJHhDsQYU4680hdxZYDMIuH8P3HW5Gr0XgVX7IC+O6HPGjh3mov63XsgzlcQxza8ciNekeJPbkwxVD8FRgCHdKiIdOTyW7H1C8fP6XTSqVMnatWqxdChQ0t0THb271+WfkTGGFP5qeqikmzbt29f4nAcO43icDjYvn37kuLOdbwxNmjQIK/w46ioqMC+ffucAFu2bHE3bdo0t/D+Fi1a5P7666/H/OipcePGuYc/3rJlS4k+rmrVqlXe1KlT106fPr1O48aN26ampp4+ZcqU2iW7G1MaLKFnjKk4PLoeeBgYg1caFzPaGFPReUXwynhgFs0GxfDnDOg+z0WLmyCmBVSvA9XioWYzaDYILvrAyRXbhdPvrA7yT3C8jFdseRFz8lSfIth1+XNCib1WjlUsWVJ2l8zPzy/xGnqLFx/8cmVZxWOMMQYSEhL83bt3z3Q6nVrUfqfTqd27d89MSEg49uJ1paxhw4b569atO6RK+5dffqlWv379vKMdA7Bx48aIwx5XS0xMzAeIiYnx5+TkHJIz2rp1q7vw44EDB2Z++eWXq3fv3r3kjjvu+PXmm29uumzZMqsWLyeW0DPGVDQTgM3Ak+EOxBhT5h4Cx12c+zKcM1WIrF/8EdVqQ/vx0Hk2ONwDEde0Mo/SVA2q81HtCiQCNybkZyz8/BNfid+w+f1+Dhw4QF5e8L1Vbm4uBw4cIBAI8PHHH7Nw4UJyc3Px+Xx8/vnnPP3001xyySUlOve8eeB2sxP45QTuzBhjzHGYOHHi5qioqMDhST2n06lRUVGBiRMnbi7vmG644YadX3zxRezLL79cy+fzsWDBgsjJkyfXHzRo0M5jHTdv3rzYN954I9bn8zFr1qyYuXPn1hoyZMhOgI4dO2ZnZ2c7X3zxxTi/38/s2bOj58yZE1dw7NKlS6u9+eabsVlZWQ63201cXJwfONjgyZQ9S+gZYyoWj+YCw4E/45WLwx2OMaaMeCUJHHdx5kSh2aAjdv/888906dKFLl260LlzZ9xuN3v27Pl9QMNLoNOrDtR3DV7pUI6Rm8pOdRuqUz/gkkdWrnY5160r2WGvvvoqkZGR9OzZE4CaNWsSGRnJ/Pnz2bdvHzfddBPx8fHEx8dzyy23cNtttzFu3LgShAP//S8+n49PVSmyYsQYY0zpSU1NzV24cOGKbt26ZRVMv3U4HHTr1i1r4cKFK1JTU3OLOUWp69q1628vv/zymscee6xBrVq1Olx99dXNb7zxxu333nvvtmMd169fv13Tpk2rExsb22HEiBGNJkyYsKFXr177AVq3bp03bty4jWPGjEmOjY3tMGXKlDr9+/c/mCDMzc11PProow2SkpLa1qxZs8Po0aOTJ0+evK5Nmzblfv9Vlaja331jTAXklVkEu2Km4tED4Q6n0vNKGyCd4Pf7x3CHY6oAr+N5qte7gT+td+E89syNefPmMWHCBGbPnn3oDlX4oJ2PrJ8+4mpf7zKM1lRBIkS43ay95hoSX3qJsK3X+Nln0K0bAJ1VmR+uOIwxpqJYtGhRM5fL9VlKSsreyMjIY05JLc6OHTucGRkZrsTERF95T7M1h8rJyYlYtWpVjM/n65qWlrY23PGUB6vQM8ZUVCOABsBd4Q7EGFPKvBIL3MAZ9xWbzAN45ZVXuPbaa4/cIQJtH3ah/kvxSovSD9RUZark5ecz5uWX4ZcwTXRVhb/9DZ/bzeeWzDPGmPKXkJDgb9euXa4l80w4WELPGFMxeXQT8CBwD15pFu5wjDGlqiGoi4Tzix2YnZ3NJ598Qp8+fYoekNCp4KsmpRWcMYW86nTyy1VX4TsQhlrxCRPg229x5udzT/lf3RhjjDHhZAk9Y0xF9iSwHng6zHEYY0pXsOOaI6KYYfDOO+9wySWXUL169aIHOA5W+FnHNVPqVPHl59NnyRJyb7yRcl3JZs4cGD1aUeWvqnxTflc2xhhjzKnAEnrGmIrLo3nALUBvvHKU8hxjTAUUXHB5//piB77yyisMGnRk04yDfjt4jh0nG5QxRVFlpd9Pv9deg1GjIBAo+2t+8glc3d/HIF7Bh9MWHzfGGGOqIEvoGWMqNo9+BrwBTMIrUeEOxxhTKrYg7u9Z+fgx16PZsmULGzdu5Lzzzjv6oJUTFYd7E/BDKcdozEGqfKDKwKefxt+nD/7CDZdL+To88wxc3CvApTlv8YL+H04C/0AkumyuaIwxxphTlSX0jDGVwSggHmwNIWMqBY8qmn8Pv37iZPtXRx3WsGFDVq5cefTz7F0Na6dDIH8MHs0vg0iNOUgVbyBAl7lz2d26Nb7p08FfikukL10Kvbr7uP22AGP8D/CaXk018iD49++G0ruSMcYYYyoCS+gZYyo+j2YA9wN3WSdLYyqNTxH3Qr4e5OO3Tcd/dO5uWHi1D3GuB14r7eCMKYoqX+Xnc8a2bbw6eDDati2+d9+FvLwTPh/Ll8M1fwnQoYOyc/6PfEEX7mMsDg5ZsK95acRvjDHGmIrDEnrGmMriGWAVMBmvSLiDMcacpGCVXn9+27SWj872se2Lkh+7ezF81NHHnmU70PxL8KivzOI05jCqbAsEuF6VM1atYu6f/wzx8fgGD0b/+1/YsiWYqDuaffvgm2/ggQegTYs82raF/83YhFev5jtfBy7ky6IO219Gt2OMMcaYU5Qr3AEYY0yp8Gg+XrkFmAdcAbwV5oiMMSfLo1vwynnk7nqZT7teRv0/+ml8lZPkyyEi7tCx+fthy2zY+EaALbMBxzdo/lV4dHNYYjdVnio/ApeK0Hj/fvq9/jp/eeUV2gPUqIG/VSsCiYm4qlVDfD7IzMT/8wo/W7c5nQD1XTvp5/PyT2bQybfw8Iq8Qy6FVaEaY4wxVY7osT4iNMaYisYr04GLgFZ49Ldwh1NpeKUNkA6k4tEfwx2OqWKCVbd9EecgVHsh4iCug49q8U6/4ggc2IN77xIlkA/i+gLN/zcwHY+W4gpmxpw8EeoCrYHTQ/+NByIAH5DtxLf6Va655Sy+b9iMtTgpUcvcmaj2L7OgjTGmklm0aFEzl8v1WUpKyt7IyMgTXBQhZMcOJxkZLhITfSQklNnrjo4dO7Y899xz902aNCmjrK5R0eXk5ESsWrUqxufzdU1LS1sb7njKg1XoGWMqmzsJTr0dA4wOcyzGmNLgUQVmAbPwSixKH3Z/fzYQ8/UqOvycQfL1XbgHeJur83aENVZjjkGV7cB24IuiR7hA3ngH+AhoVIJT/g/4v1IKzxhjTEmlp1dj5MgkPv20FoEAOBzQvXsmEyduJjU1N9zhnaz33nsvevz48Q1WrFgRlZWV5Vy+fHl6aiW4r8rGEnrGmMrFo9vwyr3AE3jlFTy6ItwhGWNKkUezgFdDG+eLDAZeGPIiL6pqicqZjDmlqa5EpAMwHhgAxBwxpgY5dAc6cy0jdE85R2iMMVVbeno1OnU6nexsB4HQS49AAD79NJZOnaJZuHBFRU/q1axZM+DxeHYlJCRsu/rqq08LdzymaNYUwxhTGT1PcHqoNcgwpvJbA1QDGoQ7EGNKjepuVIcCdYE/AQ8AjwL3AhfyOAn05xfqMQOvRIYxUmOMqXpGjUoiO9uB33/o+wy/X8jOdjBqVFJZXDYzM9PVo0eP5jVq1OjQqFGj1MmTJ8cX7Js0aVJ8vXr12hYeP3LkyMS0tLSWBY/HjRuXkJycnFqjRo0O8fHx7fr27dvkaNfq1q3bb8OHD9/VoUOHnLK4F1M6rELPGFP5eNSHV4YBCwlWN7wR5oiMMWWnYI2UZsCWcAZiTKlTzQX+E9oO5ZU/A98DL+CVwaGp6cYYY06ESFqpnMfvF+bOrVWi86kuOp5Tz5gxo860adPWzJkzZ83bb78dO3DgwOYpKSkHevToUey64cuXL682duzYpPnz5684++yzD2RlZTkWLlwYdTzXN6ceq9AzxlROHv0fMI3g1NvocIdjjCkzW4Fcggk9Y6oOj64B/gJcAwwLczTGGGPKWOfOnbM8Hk+W2+1mwIABWT169MicOnVqnZIc63a7VVVlyZIlkbt373bExsYGLr744v1lHbMpW5bQM8ZUZqOB6gSnKhljKqHQunnrsISeqYo8+j7Bv3FP4ZU/hDkaY4ypuFQXlWjbvn0JjmLSKA4HbN++pNhzHafGjRvnHv54y5YtESU5tlWrVnlTp05dO3369DqNGzdum5qaevqUKVNqH28M5tRiCT1jTOXl0R3A34Db8UpquMMxxpSZtUDzcAdhTJg8BHxIsAu0rSVpjDFlKSHBT/fumTidRS9z4HQq3btnkpDgL+1Lb9y4MeKwx9USExPzAWJiYvw5OTmH5He2bt3qLvx44MCBmV9++eXq3bt3L7njjjt+vfnmm5suW7asWmnHacqPJfSMMZXdi8Bi4FlrkGFMpbUGq9AzVZVHAwSn3e4DZuKVElVrGGOMOUETJ24mKipwRFLP6VSiogJMnLi5LC47b9682DfeeCPW5/Mxa9asmLlz59YaMmTIToCOHTtmZ2dnO1988cU4v9/P7Nmzo+fMmRNXcOzSpUurvfnmm7FZWVkOt9tNXFycPxiys8hr+f1+srOz5cCBAwKQm5sr2dnZ4vP5yuLWzAmyhJ4xpnLzqJ/g2kIXAAPDHI0xpmysxRJ6pirzaCZwBdAeeCLM0RhjTOWWmprLwoUr6NYt6+D0W4cDunXLYuHCFaSm5h77BCemX79+u6ZNm1YnNja2w4gRIxpNmDBhQ69evfYDtG7dOm/cuHEbx4wZkxwbG9thypQpdfr377+z4Njc3FzHo48+2iApKaltzZo1O4wePTp58uTJ69q0aVNkrB988EF0jRo1zmzfvn0qwFlnndWmRo0aZz733HPxRY034SFqDbGMMVWBV14A/gy0DL3xMcfDK22AdCAVj/4Y7nCMKUxE+gDvATVVtdhOb8ZUWl7pD7wJDMajr4Q7HGOMORUtWrSomcvl+iwlJWVvZGRk3kmdbMcOJxkZLhITfWUxzdaUXE5OTsSqVatifD5f17S0tLXhjqc8WIWeMaaq+BvgBB4MdyDGmFJX8KLNqvRM1ebRGcDjwAt45cxwh2OMMZVeQoKfdu1yLZlnwsESesaYqsGju4G7gVvwSvtwh2OMKVWW0DPmd/cAC4G38YpNjTLGGGMqKUvoGWOqkn8B3wLP4RX7/WdMJaGq2cCvWELPGPCoD7iK4Ov81/FK0SueG2OMMaZCsze0xpiqI9gJcBhwDjA4vMEYY0qZNcYwpoBHdxBsknEh8FCYozHGGGNMGbCEnjGmavHoYuA54FG8Ujvc4RhjSs1aoHm4gzDmlOHR7wl+iDUar/QNdzjGGGOMKV2W0DPGVEVjgADwcLgDMcaUmjVYhZ4xh/LoNGAK8DJeOT3c4RhjjDGm9FhCzxhT9Xg0E7gT+D+8cla4wzHGnLwh4L8CmueLXInIBYi4wh2TMaeI24F04B28EhPuYIwxxhhTOiyhZ4ypql4FFhBskGELhhtTEYnEIzIekbVT4cG3wOWGmcB84FdEpiJWlWSqOI/mAlcCccAr1hTKGGOMqRzsD7oxpmryqBJcW+hM4IYwR2OMOV4iZwHLgLuBpkWMiAeGAIsQ+Ut5hmbMKcejW4B+wGXA6DBHY4wxlcYOdjiXsrTaDnZYgYApd5bQM8ZUXR5dDkwCHsErdcIdjjGmhETqA58CiSUYHQm8iki3sg3KmFOcR+cDo4CH8ErPcIdjjDEVWTrp1XrQo3l96rdvT/vU+tRv35OezdNJr1YW1+vYsWPL2267rSSve0wVYgk9Y0xV9wBwABgf5jiMMSV3D3A8a4EJ8FAZxWJMRTIJeB14Ha8UVdlqjDGmGOmkV+tEp9M/47PYAAEAAgT4lE9jO9Hp9LJK6pWnBx54oF6bNm1Oj46Obl+7du12F1100Wnff/999XDHZQ5lCT1jTNXm0b0EKxaG4JVzwx2OMaYYIk5g6OFPK7CdBL7jLL7iD3zJ+XzL2WwhEQ0OOReRtPIN1phTTHC5iRuBjQSbZESFOSJjjKlwRjEqKZtshx+/FH7ej1+yyXaMYlRSuGIrLQcOHJCJEydu2rp169KNGzcua9GixYGLL744Zf/+/VL80aa8WELPGGPgDeBzrEGGMRVBLFA9gPAl53MHT3KB63/UcWVSj+105Dsu4Csu5EvO4VuS2EIt5z7OdX9Pa358UIQeIrjDfRPGhI1Hs4ErgMbAP/GKvTkzxlR5gqSVdJvL3FqHJ/MK+PHLXObWKsl5jjfGzMxMV48ePZrXqFGjQ6NGjVInT54cX7Bv0qRJ8fXq1WtbePzIkSMT09LSWhY8HjduXEJycnJqjRo1OsTHx7fr27dvk6Nda/z48b/26tVrf82aNbVmzZo6bty4rTt37nQvXbrUqvROIa5wB2CMMWHnUcUrtwJLgZuAZ8MckTHmKOqztcZVvOGf6fY4M/Lr0qpZHp3/GEG/1tC6NTRtCpGRIAIHDsCGDbBiRU1++imN+V8EepDOJS4XWSK8CUxQ5Zdw35Mx5c6ja/GKB5gDfAM8E+aIjDHGFGPGjBl1pk2btmbOnDlr3n777diBAwc2T0lJOdCjR4/fijt2+fLl1caOHZs0f/78FWefffaBrKwsx8KFC0tcpf3uu+/GREZGBs4444zck7sLU5osoWeMMQAe/QmvPAE8jFdm4dFt4Q7JGPM7EWKBu53O+qNm1rlVhgx10b8/tGkTwbHqi5o2hS5dCh45XL/8AjNnEvvii1y3fj1DRHgBGKuK/Zs3VYtHP8Ar9wFP4JUlePTLcIdkjDHhouiikozbwQ5nfeq3L1g7rygOHPzKr0sSSPCXWoBA586dszweTxbAgAEDsqZPn545derUOiVJ6LndblVVWbJkSWTz5s3zateuHbj44ov3l+S633zzTeSoUaMaP/TQQ5tiYmKOfuOm3NmUW2OM+d1YYB/wWLgDMcb8ToSeLhfroqO585FHiFiz3uV48EFITeWYybyinHYa3HMPrFqF+4UXcNapw/85nawTwVM20RtzShtHsEpvJl6x7onGGFOMBBL83eme6cSpRe134tTudM8s7WQeQOPGjXMPf7xly5aIkhzbqlWrvKlTp66dPn16ncaNG7dNTU09fcqUKbWLO+7zzz+P6tWrV8rdd9+9ZeTIkf/P3n2HR1VtfRz//tKQbkRRsQE2OiiIvQAW7KLY5lpQ1Be72LADeu2iYu+oyNgVvajXil5EUUEBQUWsiIKKIEhNmfX+sU90CJMGSSYh6/M8ecicss86SUhm1uy91rzVjd1VDU/oOedckZgtBgYCJxDX7ukOx7m6TkISg4DX+val6Y8/knXRRbBOJVRvycqC006DH34g68wzqQ+MkrhNwutourojZgngRGAh8BxxleuFoXPO1WXDGDa7AQ0SxZN6mWRaAxokhjFsdlVcd9asWTnFHtdr0aJFPkCTJk0Kly1btlJ+Z86cOSvVDD7uuOP+HDdu3Mz58+dPPu+88+aefvrpraZOnVpiR96XXnqp8SGHHLLN0KFDZ1922WW/V+a9uMrhCT3nnFvZ88AbwN3E5WUJnEuv6yVuuPVWFI+TkZtb+Rdo2BCGD4dRoyAri3MyMnhMwpsEuLojZguBPkAn4PY0R+OcczVeBzqs+IAPvuxFr4UZUUolgwx60WvhB3zwZQc6VEmduffee6/pU0891bSgoIDnnnuuyRtvvLFu//795wF079596dKlSzMffPDB3MLCQsaMGdP4lVde+fuZ05QpU+o9/fTTTRcuXJiRnZ1Nbm5uIUBmZur3MR9//PF1//Wvf211xx13/HjOOef8URX349aczFLOFHXOuborrm2Az4FBxMxf3ADE1R6YBnQgZtPTHY5b+0mcADw2YgT061c91/zvf+GAAzAzLjPjhuq5qnM1RFx9gWeBk4nZiHSH45xzVWXSpEmts7Ky3tlmm20W1a9fP29Nxvqd3zN/4ZesFrQoqIpltkW6d+++bZs2bZbNnTs3e/z48U3WW2+9/AsvvHDOueee+3ey7aabbtrg1ltv3Xjx4sWZPXr0+HPDDTfM/+yzzxpOmjRpxscff1x/wIABW8ycOXMdM9PGG2+cN3DgwDlnnHHG/FTX22STTTrOnTs3p169eivVzBs2bNiPp59+espz0m3ZsmU5X3/9dZOCgoKeXbt2/S7d8VQHT+g551wqcf0bOAdoQ8x+SXc4aecJPVeNJLpnZDD+/PPJuvnm6r327bfDwIEYcIgZY6r36s6lWVw3AOcBuxIrX4F455yrbSozoedqjrqY0PMlt845l9p1wHzglnQH4lxdIqHsbO7ZbTd0QxrmyJ17LhxzDGRnc69EdtlnOLdWuQIYB7xAXBukOxjnnHPOlcwTes45l0rMlgLnAscSV490h+NcHbJ/fj5db765xLIuVUqC669HiQSbAP2qPwLn0ihmBcCx0aMnvZasc845V3N5Qs8550r2MvAKoUGGd/5zrhpkZzPkgAMo7N697GOfeuopdt99d5o0aYIkCgoKVto/depU9thjDxo2bEiLFi0YMmQI5Sk10rIl9O8fYvEGGa7Oidk84HBgN+DaNEfjnHPOuRJ4Qs8550oSMyPM0msd/eucq0IS6+Xn0+2UUyjX3Lzc3FzOOOMMbr991d41f/31F/vttx+77ror8+bN4/XXX+ehhx5KeWwq/fuj/HxaAO0qdBPOrQ1C/bwBwMXEdWS6w3HOOefcqjyh55xzpYnZt8D1wGDi2jTd4Ti3ltsd0B57lO/g/fbbj2OPPZbWrVuvsu+FF16gsLCQa665hvr169OxY0cuuugi7rrrrnKNvf32UL8+hcCe5Q/fubVIzB4F7gFGRI2RnHNubVEIWCKR8HzIWsTMBBiQKOvYtYXXxXDOubLdBJwA3Ab4TAXnqs5OW29NXrNmrPES98mTJ7PddtuRlfXPU50ddtiB7777jkWLFtGkSZNSz8/Kgl13hbfeYmdCUsO5umggsB3wInHtQMwWpjsg55yrBLMTicSc2bNnt9pwww0X5eTk5EkquyaHq7HMTL///vt6iURiLjA33fFUF0/oOedcWWK2jLjOBl4hrn2J2RvpDsm5tVRuixaVs3pg0aJFrLvuuisPnpv7976yEnoAG29MZseM6d1Rh7aYfVkZcTlXq8Qsj7j6Ap8CjxNXH2L298yH6AVwrpn9WRmXk9QBGGNmLUs5piFwF9ANyAZGA5daGQUyJZ0BnA0UEGZv7Ghmyysjbudc7dK1a9fCSZMm9VmyZMmQH374YR9JjdMdk1tjlkgk5iYSiVO7du1aZ363e0LPOefKI2avEtdo4C7i6kjMVqQ7JOfWQpXWgKJJkybMnj17pW0LFiz4e1+5ghFsxqxtgC+QPgcuwOzNyorRuVohZr9ESb2xwGXAv9Mc0WVAJtCJ8FrmZaAv8GxJJ0g6FPgXsJOZLZS0AZBfDbE652qorl27/jpp0qQzCgsLmwDrUYnPQVxaJIC5dSmZB57Qc865ijgP+BK4AC3a0JYAACAASURBVLiuvCdJaga8nbSpAaHRRnMzmy/pMuBEYGvgcDMbXcI4rYDnCC9ksqJYTjOzBaXtSzHOlcAxwF/A0Wb2Y7T9UeBBMxtf3ntzrpIt/P33yql70qVLF0aNGkVBQcHfy24nTpxI69aty53Qm/drIU0Tf/8X6gi8jnQBZrdVRozO1Roxe5+4BgJ3ENckYvZa8UMkdQPuABoBy4GBZjZeUhahY3wzoD4wBTjVzJZE5w0hJNsWAauMm0JnIB7NyMuX9CZwPKUk9ICLgKFmYcmwmf1ejus459ZyXbt2NWBh9OFcreNFIJ1z1UbSD5JmSJocfRydtG9rSR9I+lrSJ1LqAtySdk46f7qk+yXVi/adlLRvsqR5kl4oYZwro/MnSNoiafujknZNeQMx+5EwM+EK4mpZ3vs2sz/MrEvRB/AA8JqZzY8OeQvYH/hfGUP9AuwWjdMhejykHPv+JqkJcBxhZsM9hOVHSNoHWOrJPJdmn3z5JdkLy/m0urCwkOXLl5OXlwfAihUrWL58OYlEgsMPP5zMzEwGDx7MsmXLmDZtGrfccgtnnnlmucZOJODDDxJ05+PkzQJuJSQunKtr7gaeAOLEtWXyDkk5wAuEpFkn4HzgeUmNCMXnY2bWDehAeOFc9LfnQEJt2q6EJbQtyxHHJOBISfWi8Q8rx3ntgG6SxkuaKOmcpNgHSLq6HNd1zjnnahRP6DnnqtvRScmtp5O23w88YGbbADcCj5Zw/hRghygx1hFoDpwBYGYjiiXO5gKjig+whkmtYcBPhAYZq6s/8HDRAzP72My+K+skM1thZsuiWDOBhoROTqXuK6aQMIsvOzomT1ID4ErgkjW4J+fW2I5MmGCGxpczrTxy5Ejq16/PfvvtB0CjRo2oX78+//vf/2jcuDGvv/46//vf/2jWrBl77703J598MgMHDizX2J9/Dgv+ymZP3ku121/8u7onZgYMAH4gNMlomLR3WyBhZq8DmNn7wK9AF0IifKCkz4CpwIHRdoBewDNmtiiacXd/OSK5AZgFfESY+fcxoS5eabKAVsAeQG/g/yQdFMV6n5ldVY7rOuecczWKJ/Scc2knqTnhnfknok3PA5tJ2qr4sWa21MyK6t7kEJbvrJK4krQjIdn3copLrn5SK9TOOxs4jLgOKPPmVo1rFyAXGFPRc6PzcyRNBuYRlugOLs++ItESp1uBCcChwHBCcmKYmS1anZicqxRStwnsPLZz9nRGPlZYrlP69euHma3ysddeewHQqVMnxo0bx9KlS5k7dy5DhgxBKl+JnCeegOZZf9CJqal2749Uv3w35txaJGZLgcOBTQizzUtT9Lc5BvQE9jSzjsAtwDplnFPyoGbLzOzc6M27PQl/86aXcdos4EkzKzSzecCrwE5lXcs555yryTyh55yrbo9L+lzSw1FRaoDNgDlmVgAQvUs/C9g81QCSWkqaQngSv5Awy664/sDIpOTf39Y4qRW63D4H3Em8wi/q+wOPF91rRZlZXjT7cEPgK+D/yrOv2Bj3RC+EegObRh//lXS3pGeTlyI5Vy3CMvf3gC0vzb+ap5/NYHpZL8+r0Ny5cPcdBQwquJbMkkv6lZSQcG7tFrPvgWOjjyIzgIxopnvRm1cbAZMJb2LNM7NFUSfJfknnvUVYPttYIdt+WlmXl9QkehOuqLbs6YTZ86WJE2bmoZCM34sw498555yrtTyh55yrTntEtXW2JyTjHludQczsBzPrTHixUI8wW+BvkhoSmj48nOL0ojHWNKk1kJA4u7i8cUe1fo4CHinvOSUxszxgBKEQeLn3FYsnizBT4jzCEuTfzexIoI+k1msao3MVMJzQLIYjeZZ2mTO47JJCrMy5OlXj6qFG08QCBnBfyv1/0WhRPZZvkHKnc3VBeGPrcoAJQ9k1+rtzODBU0lTgdqCvmS0GHgcaSJpBaHoxrmgYM3uV8AbZp8BEwpt5ZWkNTJb0BfASofnG5DLOuRXYMDpnIqGO7bPgNfScc87VXt7l1jlXbcxsVvRvvqTbga+jXT8BG0vKMrOC6F36zSnjib2ZLZb0FKE73lNJu44EppvZF2XFlJTUOpZ/klpnShoraUyJte1iNpu4hgLXENcTxOzbsq4FHA1MMbOvynFsqli3iOJbKimDcJ9Ty9pXigsInQLnRknQovSJEZYiO1f1pAMIBfEByMAYXnAm+77yJrfcAhddVL3hjBoF994nRjKQBixLecxghmblUW+GxFeEhMLLwEdmlG+tsHNrhxtsFDsAjxBXVzObCOxS/KCos+zeJQ1iZkNYuYnTFaVdNErebVORQM1sOaGbfKp9qTP3zjnnXA3nM/Scc9VCUkNJ6yZtOhb4DMDMfiO8O39ctO8IYLaZfZNinK0kZUef5wB9WDVxtVLTiTL8ndRi5UYS5UlqDQe+A+4gXq7CXCnjknSFpNnAzsBDkmYXLUeWdLWkAdGhnYAJ0eyHqcAGwDnl2LcKSVsSlhw9FG16AugpaRow08w+L8f9OFcZtiu+oRfvcLNdyKBBxpjVqja5ej7+GPqfVMj5DOO4VfvpFJm8PZ9uAPQgzDY6EhgP/CLxsMQhUpht6NxaLTTJ6AcsAJ4jHjrOO+ecc656yNK1nsU5V6dESzifJzSjECERdq6Z/RDt35bQ2bYZsAg4qSipJOkh4GUze1nSaYREVSFhlvHbwMXRu+9F40wEWpjZX2XEtCVwF3CAmZmk9YAXoxjGm1nKGnQriasH8A5wGDF7qdxfkNomrvbANKADMUtjdTO31pEuJnS2XokB/fUIozJP4LGRmRxzTNWG8dZbcMRhBeyy/B3+U3gAWakn240Bjsfsz6INEgLaEepxHgp0B5YBbxJm740x47eqjd65NIqrLaHT7ChiNqCsw8tDUhdSd7t/zMxSdpmXdApwVopdZ5vZuBTbnXPOuVrNE3rOObem4ooTlhm1izoArn08oeeqitSJUDh/lVmuhWRwAcMYznmcP9C47npRr5LnABUUwC23wGWXmW2jbz6cmNhuTiOW7A9/z7L7HXgBeBqzsWWNJ7ExcDBwCGGZYQ7wIWFZ7ktmrNaSe+dqtLj6EP6fnELMyjtD3jnnnHNrwJfcOufcmrsAWA+4LN2BOFfrmE2dT+5/U+3KJMHtDORRTuTe4SvYtnUeI0dCosTGsxW5LLz8MrRvT/5ll1FopotmJLberZEt7otZQ6Ax0ACz5pgNKE8yLxp3jhkPmHEQsD6hhMBM4CLgS4kZEjdL7C6RueZ34lwNELMXgetfncy9jevrC0lTJU2Q1LmkUyQdJOkrSTMlvSCpSXn2FRvjUUkmabukbY0lLZY0OXo8QtIVSfuPi85pmbTtv5L6r9HXwDnnnKtmntBzzrk1FbM5wFXARcRVoULdztVlEvUlru7I572+YcsVJR13Io8zI7E1PX8ZRb8TE3TplCi85x749deKX3PBAhgxAnbZhYJDD4Vvv2WMGe3NGGbGP8sWzBZjlrorRjmZsdiMF83oR+jKvQfwH+Aw4H/AXIkREn0kb0Tjaretz2fYsXfBuKvItVHsTUhipyxGGXV9fxg4zMy2Bn4BrixrXwkmAScnPT4a+DLp8VhCzdgiPYCPirZFzbF2I5TPcM4552oNX3LrnHOVIa4sQmOPOUDvqFj42sOX3LpKJtGbUMNyI+CqT+j2aDcm3QrEgOwSTvv8Gq64YUjGNQdL9EkkyNljDwp79CCrbVto1w5at4Z11gkHr1gBP/4IX34ZPsaNo/Ctt1AiQULiv4WFXGvGhOq432RR3b02hGW5hwI7AXnAW/xTd29Odcfl3JqQ1C0zg6cKRpIJfA/sq38xH9jLzD4tduyRQH8z6x09bge8YWablrYvxTUfBb4GTgXamNkKSeMJjZ7+z8y6SNoM+ArINbM8STOAi4E+ZtZP0s7Ak2bWsgq+LM4551yVyUp3AM45t1aIWQFxnUmYdXME8FyaI3KuRpLYBLgd6EtolHOeGbNDLxv6IQ0kdK/uCTQFVgDTgWcxm3YlcCXEoxltB7z/PkdNmED3vDw2M1u1Dl+RevWYU1jIxIICngNeNuPPko6tatFMwC+jjxslNgQOIiT37gAekPiIkNx7GfhipdmDztVMMwsT5J76EOc/eAr33foqzxCWrrckvOGVbHPgx6THPwAbR7PlStxnZgUprruU0ITmMElTCPU4/56hZ2Y/SZoD7CjpR2A+8AZwc3RIUXMr55xzrlbxhJ5zzlWWmI0jrseB24nrv8RscbpDcq6mkMgCzgauJjSaONCMV1c50GwB8Ej0USIzlgDPRh9IrANsQ0ge1CO8qF8BzAa+Wr6cJZV0K5XOjF8JSwwflmgA7EOYvTcQuA74VgpNNYDxZqRKajiXVma2UFLfh8Yy5KWJzD1qJ/qs24DZfy6tlp/XRwi/W6YAI1LsL1p2+yPwnpktk/SbpFbR9pHVEKNzzjlXqTyh55xzletiYAah3s+gNMfiXI0gsRNwH9AOuBG4zow1qk9XnBnLganRR61lxlJC4u6lqGnGjoSZe4cSEnzzJV6JjnnDjL/SFqxbe8UlYB1Cve2lqcpISDoBOD96ONzMRlhoHjMWYPEjunvUeM64ui/5Ka4wi5C4LtISmGNmBZJK3FdSuGY2QVILoC3h90zXYoeMBU4hJPSejra9B+wL7AqcVNLYzjnnXE3lTTGcc64yxexX4HLgfOJql+5wnEsnifUk7gc+ICxz62TGlZWdzFtbmVFoxgdmDDKjDaHu3g1AK8LMxHkSr0oMkGiR1mBd7RdXC+I6h6dyJoDyCEtZFwMFPFXvS+K6Irnxk5k9bmZdoo8RAJI2Ltq/3mks7NaaP67swx3EtW6xq/0X2F5Sm+jxGcBT5dhXmnOBC80sVZJ7LKFW5Z7A+9G29whd6n82s5/LMb5zzjlXo/gMPeecq3z3Af2Bu4ir11rXIMO5MkRNH04g1Kgy4Hgg7nXg1owZMwhf05slNgAOJMzcGwbcKzGRf+rufe5fb1cucbVG2Q8Be5FZP8GmfTLYeB+Rsx4oA/IWZjBvfBt+fGoweQuu4al6U0nknUrMPk4x2tWSdie8xvjwiO7sSkimjczI0Gdm/GJm95nZX5JOAUZHdfOmAScClLavNGb2din75kQz//40+7scxgeE5PjD5f1SOeecczWJd7l1zrmqENdOwIdAjJg9me5w1ph3uXXlJNEOuBfYPfr38nQ2oKgLJOoDvQh19w4BNiQ0EihK7o0zS7ns0dV1cR2MMp+i8TY5dL42i417Q1b91McmCuC3/8H0fxfy67sCO4+Y3VmOa+wCvAtcS8yGVmb4zjnnXF3mS26dc64qxGwC4V3/YcTVJN3hOFfVJBpIXE8oSt8I2NGMMz2ZV/XMWGbGGDNOA1oAOwNPEuqQvQ38JjFK4igJ/33kgrj6gkbT6vj67P9pFpv1KTmZB5CRBRv1hJ5vZdLpmgzgDuK6tMzrxOwD4DxgCHEdVFnhO+ecc3WdJ/Scc67qXELotjkkzXE4V6UkDga+INS6Oh/obsYn6Y2qbjIjYcYEMy4zoz2wNXANsCkhyTdP4nWJMyQ2S2uwLn3iaoCy76XViRns+IjIXKf85yoDOlwOXW4EMq4hrpblOOte4DHgCeLaanVCds4559zKPKHnnHNVJWbzgEuBc4irY7rDca6ySWwuMZqwrPNDoI0Zd5pRmObQXMSMb8y41Yw9geaETp9/ATcBsyQmSQyW6BLVPnR1wwCUkUuX60Gpv+1Tpkyhd+/e9OzZk5NOStEEdtvzoH6LBOiKMq8WasmeDnwLvEhcDdcoeuecc855DT3nnKtScWUSEh0rgD1qbYMMr6HnkkhkAwOBwcDPwJlmvJneqFxFSKwD9CA01TgE2BiYRUjOvgy8Z0Ze+iJ0VSauHJQ1lzbn5bLdzSkPycvLo3fv3rzwwgusu27xBrVJvn0EPjolAdaKmM0qx7W3ACYBbxJqzNbOv4nOOedcDeAz9JxzrirFrJCwDHFXQqdP52o1id2AT4GrgRuBTp7Mq33MWG7Ga2YMICzH7Q48DuwJvAH8LvGkxLESpWR0XC20EVaQy6Z9SjxgwoQJNGnShH79+rHnnnvy0ksvpT5ws8MBywDaluvKMfsROBY4ivCmgHPOOedWkyf0nHOuqsVsInA/cDNx+QtjVytJrC/xCDCOMCuvgxlXm7E8zaG5NRTV3fvEjCvN6ARsCVxF6JY7kpDce0vibIkt0hqsqwyNAcguuT/Kzz//zKRJkxgxYgSjR4/mkksuYcGCBasemNW46LPyN1uJ2ZvAZcBNxNWj3Oc555xzbiWe0HPOuepxOeF37jXpDsS5ipDIkDgFmAHsR5hZs78Z36Q3MldVzPjOjOFm9AQ2APoB84FrgR8kJksMlejqdfdqpZCZW/F7iQest9567LjjjuTm5pKbm0vnzp2ZOXPmqgeumFf02fwKxnATMBp4mri8OYtzzjm3Gjyh55xz1SFm84FBwBnEtX26w3GuPCQ6Ae8TZpiOBNqa8awZXveqjjBjgRmjzDiKkNzrDYwHTgYmAj9J3COxn0S9dMbqyu1XlP093z6cKOmAnXbaiW+//Za8vDzy8vKYPn06LVu2XPXA7x4GZS4DJlcoglA77yRgHvA8cVWgza5zzjnnwBN6zjlXnR4FPgLuJi7//etqLInGEsMItfIygG5mnGfGojSH5tLIjBVmvG7GmcDmQFfgYWAX4L+EpbnPSBwnsV46Y3WliFkhln8lP8TFwi9THtK0aVMGDRpEjx492G233TjnnHNo3rz5ygflLYTpNxRghbcSsz9WI46/gD5AG+DOCp/vnHPO1XH+gtI556pLzBKEBhndCTMTnKtRJCRxBPAlYQbWmcAuZnyW3shcTWOGmfGpGYPN6AK0JJQWyAVGAL9JvCNxnkSrdMa6tpLUW9JESVMlTZDUOWnfR5ImRx/TJJmkTkmnP0VG1jdTnj4h0aVzJ7p06UKXLl1o2bIl660XcrHHHHMMl19+OQUFBdx999106NCBxx57LJxtCfjsAqNw6QpgmKRu0bW+kHRiUhw9Jd1f4k3EbAZwAnAKcZ1amV8f55xzbm0n827xzjlXveK6A4gB20RLcWu+uNoD04AOxGx6usNxlU+iNWGWzAGEbqcXmfFbeqNytVHUFbc3cCjh56kJ4ffHS8DLwEQzSlzu6comKRf4BtjDzKZL2h2418w6pDi2LzDYzDomb7/4YF105eFZN9bfqKuy9nwOGmzKWWedhSTuvPNOzIxmzZrx7rvv0qlTJ3744QfatGnD7798S+MvBiaY9bxB4hhi9pyk54A7gEnA52bWWlJ94HXgEDP7s9QbiuvfwEXAHsTso8r4GjnnnHNrO5+h55xz1e8qoAC4Lt2BOCdRT+JyYDrQCuhhxomezKt6kk6KZk4dlrRthKSvJU2RNF7SDqWcnytpVHT8dEk3JO17TtIv0fgldteWdHI0q+oz6Z/6npKulhRbnfsy408znjLjWELdvX2Ad4HjCWUHZkvcJ3GAhNdOWz1bAn+YhTdYzGwcsHny9zBJf8LSaAAkNZR0/81juOmQmwtGZyz49EfGtC9Y/skVjHpiJP379yfpWP78M+TiFv36Nc2a1iPn7R0L+OnFhZDYn5g9Fx2aDzQA1gEKo21DgOFlJvOCwcA7hHp6G5b/y+Ccc87VXZ7Qc8656hazPwkzEU4jXvKLdeeqmkQPYAphqeTVQBcz3k1rUHWEpJbAqcCEYrteBNqZWWfgeuDZUoZ5BPjMzLYxs/bA7Un77gO6lCOUK4EdgHOBy6LY2gOdzCxejvNLZUaeGW+ZcTZhWe52UWw7AK8A8ySelzhBotmaXq8OmQk0k7QLgKRDgMaEr/HfJG0G7Ak8ET3uSqiNeSRw5Ngv7PAM8ttTsOi2px+5YXHr3EV0mX1sPpMGomnX8PQNh3D4ob3Zonk9dttrPx45efHyevm/jMQK2hGzN5MudTXh5+cN4CJJXYDWZvZ8ue4mZoXAv4A8Qufb7NX9wjjnnHN1hS+5dc65dIhLhBkrDYCdohczNZcvuV2rSGwIDCO8gB4DnGPG9+mNqu6QlEFIfAwifB9uN7PRKY5bH5gD1DezgmL7tgLGAluYWYnLVyUZkFvSLClJ3wA7Emp7Hg8cR2hwcaqZ/bgat1duEpsBBxOW5vYAMgldlV8CXjbjm6q8fm0nqQdhFlwj4EPC1/BSM3s56ZgrgY7AscCFwL+BccAJZjY7ebwM6e292jHlncvJIaPe7vmF1mTPofkbX3VE1s+9OxZ8eMPLNunSp7kY6Ghm80qJK5Pw8308IZnYF1gEnG9mC0q9qbg6R/dyHzE7vyJfD+ecc66u8YSec86lS1wdgMnAWcTsvnSHUypP6K0VJDKB0wgzv/4CzgZeMsOfDFQjSRcCjc1ssKR3KTmhdw1hptyhKfYdAlwKTAW6AX8Ag8zss2LHlZXQOxy4gvDz8H/A3kCmmQ1fg1usMIkmhLp7hwAHAusSmrO8FH187HX3SiapHjAX2MHMvom2CfiWMAvzFGBXwvd6mNnKbyJJakX4Hb9J0c+KpG5A3My2STruE+Ays5Vm5xWP5QJgCaEW50SgEyG519LMBpd5M3EdB4wEYsTsyXJ9AZxzzrk6yJfcOudcusRsGjAcuI64Nkh3OG7tJrE9YebLncCDQFszRnsyr3pJ6gAcQZgpVdpxxwFHERKwqWQRZtU9ZWZdgduAMVLFliqa2Qtmtr2Z7UlIwhwK3CXpOklPS7q2IuOtLjMWmfGMGccBzYGehFlexxB+bn+ReFDiYIn61RFTTSdp46SHVwLvFCXzIj0Jy3DvBDYGdjazm4on8yInAy8WS/z+BGwsqW10va0ItftmlBJTK0LNxPuBbMLPqQEJwkzCssXsCUKDjYeJr9SZ1znnnHNJPKHnnHPpNQRYBtxQxnHOrRaJphJ3AJ8Q6lNtZ8ZFZixOc2h11e6EOmczJf0A7AQ8IOn0ogMkHU1oErCPmf1awjizgJ/NbCyAmb0G5ABbrEFsw4Hzgb2AFmZ2NLBptLSz2piRb8ZYM84DWhNmeN0JdCZ0yZ0n8aLESRJ1+c2QqyV9FS2b3oLQ/AIASY2BB4D1gWeArmY2Kdo3QNLVScdmAP1IapwBEP3snQY8I2kKob7jWWY2q5SYhgPnWbAQiAOfA2cCd1Xg3i4kzO57gbhyK3Cec845V2f4klvnnEu3uI4BngR2IWYfpjuclHzJba0jIeBo4FZCoudi4FFftlizFF9yK+ko4Fpg79Jq2EXLKT8HYmY2VVJ34FXCkskVSceVuuQ26bijCct7L4+W8/Yxs5MkjQBeMLP/rNmdVg6JTYCDCDMJexFmgX3AP3X3Spw9VhNIZBFmubUF2gHNCP8/CwgzJGcCXwBfmfFXsZMz+Kcm3TaEe59PmMn4PGa/h8O0IzCKsGy5v5m9VOU3VhXi2giYRChNcTCxkmtFOuecc3WRJ/Sccy7dQoOMt4D1gB2IrVz8vkbwhF6tIrE1cA+hHtrDwCAz/khvVC6VFAm9fEIttOTvVy8z+0PSAMLMuauiY7sSvs/1gRXAhWb2XrTvFcKMtk2AX4CZZrZXCTHkEhJi+5rZckk5wHOEmYTfA33NLL8y77sySDQG9iUk9w4k/A6dQZTcAyaYsVoNhyTqAQ3NmF8JcTYBDs7M5Bgz9kskyAZo0YK8DTeEevVQfj62aBH2ww9k5+eHFTQ5OXyRl8co4BlDHQkz3FqUcJnCBIzaHGb9HGorvg30M7M5axp/WsW1M/AecD2xctTfc8455+oQT+g551xNEFcbQnH7C4jZnekOZxWe0KsVJNYhvJi/hJDYON2M8emNyrmqF81825XQVONQwiy43wldnF8idBVvBGxAqNFX/N/mhGRZc8KsuQaEJGk7M75bzZg2lhgSLQ3O6tWLRN++ZG6/PbRpAw0brnpOYSF8/z1MmwavvQZPP03BwoVk7ZL1EdcWDGIv3iv1mp+D/Quu+hyuK637ca0S1wDgXuAQYjVjpqhzzjlXE3hCzznnaoq4bgBOB7YhVmLdrPSowQk9SW8AGxGKrv8FnFPU6bO0fcXGyABuIXTZLCDMjjrVzL6R1Ah4HugKZJnZuqXEciWhiP9fwNFFSyYlPQo8aGZVllyT2Be4m1D8fjBwhxk1blaVc1UtWm7elpDYO4RQp9AAJR1mhP/rRqgpnZViqOXAJhWdpSfRCLgkM5MLN9iAjKuuIvuoo6BZs4rfS34+jB0LN11XwNvvZXFgxmvclLiAdnxZ2mkPYlZSM5XaJ8xif4iw1LgbMZuZ5oicc865GsGbYjjnXM1xDbAQuDndgdQyR5lZJzPrQqgX92g59yU7hDC7p7OZdSIsV7su2pcP3EhYvloiSU2A4wgF/O8Bzo627wMsrapknkQLiaeB1wk11dqaMcyTea6uMsPM+MKM683YmTDzbmKxw0SoQZdD6mReAXBvick8KRNpB6TeSHsjtQ6baZ+dzWeNGjHo2mup9913ZJ9++uol8wCys2HffeHNsVm8/jr83HZvts+YzIOcUtppJxG6za4dYmaEphpfA6OJq3zdcp1zzrm1nCf0nHOupojZEmAgcDxx7ZHucGqLYsX+mxJm3JS5r/gwQD1gnajZQBNgdjTGCjN7Byi1qQBQCGQSkgQNgTxJDYArCUtgK5VElsS5wFdAd+AgMw4346fKvpZztZkZcwiz9G6swGkCblt1q9og3Q38DHwMvAa8CXz7ovp8s05m/mfbbWctv/iCrEGDoH79NY8/XDYk9j6ZnM35g3I4jQc5j9soTP1UPovQPGPtEbPlwBGEJdGPRLP2nHPOuTot1TuSzjnn0ucFwkyru4lre2I1rxB9TSTpcaBH9PCA8u5L8p/omLmE5bI/U8EXxGa2RNKtwIRonBOBq4FhZraoImOVRWJHQk2pDoQZndeasbQyr+Hc2iTq7nyJa6hpfAAAIABJREFUxCxCcwlYeQnuSocD44AFK22VjgMeIDQhWcmH7MQxGc9s2ffIDB55VNSrV2mhryQrC667Djp1ghOPP5vsgnxu5uKUh1ZNBGkUs1lRV/g3gAsIZRKcc865Ostn6DnnXE0SlhadDWwT/evKwcxOMLPNgCsoNguntH1JuhGSY5sQlue9Ddy3GnHcY2ZdzKw3sGn08V9Jd0t6VtI5FR0zmUSuxL3Ah4Tl2Z3NuNyTec6Vjxn3AIcRltKX1AFXhIT+PIlXJE6bpK4x4HFSJPNmswl9sv7DPvuKx5/IrLJkXrJjjoGHHsnkFi7icY5PdUjxJcZrh5i9TZjxfCNx9Ux3OM4551w6eULPOedqmlDw+yZgKHG1SHc4tYmZPQb0kLRKxarS9gEnAO+Y2Z9RZ8jH+GdWX4VJyiLMHjmPUFfvdzM7EuijqNZWxcZDEscTltceQZj919Os9Mr4zrlVmfEysAewiFArL1kB8Cqhmc4ZQL5I3J5BYhQpZvQlEEdmvUjuFk0Z9VQWmZlVHHyS44+HCy8wTst4iOm0S971EmaTqy+SancLoVHR08S1ebqDcc4559LFE3rOOVczXQ/MA4alO5CaTNK60j9JT0mHETrUzi9tX4qhvgN6SsqJHh9E6Oq7ui4A4mY2l1BPr6h2n0WPy02iLfAOIcn4ArCtGSPNSqwH6JwrgxkfATsQamUmJ/WygOvM+M2MR8w4bBabH7odqfNjL3A4Ewp24Knns2natOrjLu6GG0WbNnBlxrVFm36F1Gtw1xphJvvJwG/AC8S1Tpojcs4559LCE3rOOZdEUktJhZImJ31sWcY550iaJulzSVMV6iytmZgtBc4FjvFlRaVqCoyOvvZTgLOAg8zMytiHpIckHRKNczfwPTBF0lSgF3B60UWibR8CTSTNljSypICin5e9gIeiTU8QkoXTgJlm9nl5bkyigcR1wJToXnY243SzYnW9nHOrxYxvCUm9zwhJvQTwkRkrdaTelJ/XS3V+IRkMzrqWo44opHPnKg83pcxMGHpdDi8mDmMcu30O7IzZ1+mJphrFbDHQB9gauMebZDjnnKuLFL2ucc45R0joAZPNbN0KnNMLmGhmCyVtRnhxuKOZfbvGAcX1H2AroDMxy1vj8VY/jvaEGWsdiNn0tMVRR0gcBNwJNCPU/rvHbJWlgc65SiBRH3gSOBQ4xIz/FDtgb0In25W8RS/24S2mTYP27St+3QULFnDJJZcwZswYFi5cyM4778ydd95JmzZtKjSOGXTulCicNk0jE6aTKh5JLRbXIcBLwABidn+6w3HOOeeqk8/Qc87VGpIOlfSlpCmSbpQ0L5pRt7WkVyR9Es2QOyvpHJN0maSPJX0vVf6LHTN728wWRp//ROhwulklDX8u0BIYWEnjuRpMYnOJFwlddz8C2phxhyfznKs6Ziwj1KZcf5VkXjAWmLnqxh5stfmK1UrmAfTr148ff/yRKVOmMG/ePNq3b88+++zDkiVLKjSOBH0Oz8jMztG+qxdJLRazlwndxO8krp3SHY5zzjlXnTyh55yrFSQ1Bx4B+phZZ0JzgGZAJmFmxQVmtgOwE3CapB2STl9hZt2B/YE7ooYFpWkYJQc/lXSVpHKXOVeYyZELfBI97ibp1fKev4qYfUeop3cVcVVWktDVMBLZEhcCXxC67e5nxjFm/JLm0JyrE8woNOOPEnYWAoOLb34va2/23Gf1WtouWbKEMWPGMGTIENZff33WWWcdbrjhBubMmcPo0aMrPN6ee0JeHi0k6mKTiKGEGZTPE9dG6Q7GOeecqy6e0HPO1RY7AVPN7Kvo8WNAHlAPaA88JWky8AHQGFZq+TcKIDq3gNC9sCRzgE2i5ODewO6EBgdlktQRGAEcbWZLomtONLMDynWHJbspiuu2NRzH1UASuwKfAtcSujd2NOON9EblnFuJ2ZPARYQ6ewB8bh3o1m1NhjSSS98UPf70008rPFZSHJ1WP6JaKmYJQjfx5cAzxJWd5oicc865auEJPedcbSdgvpl1SfpoZWaPJR2zPOnzQkIXw5TMbIWZ/RZ9Pp8wK3D3MoOQ2gFjgJPN7P3VuZESxWw5cDZwBHHtV6lju7SRWF/iYeB9QsK2gxlDzFb6eXXO1RRmtwB7ELpNL1+SWIfGjVdvqIYNG7L33ntz1VVX8euvv7JkyRIuvvhizIxFixZVeLxGjf7+tMHqRVTLxWwBoUlGV+DmNEfjnHPOVQtP6DnnaosJQCdJ20aPjwNygBXAouTaeJK2kpSyK2FZJDWXwrv7kuoBhxOaXJR2TlvgVeA0M1ulcHqliNlrwIuEOkGrt8bL1QgSGRL9CcvG9weOISyxXaVGl3OuhjEbj9kRwAaSCvLzV3+oJ554ghYtWtC1a1e22morcnNzadOmDeuvv36Fxyr4p8rmGkRUy8VsKnAKcC5x/Svd4TjnnHNVzRN6zrlaIZo1dwowOlpa2xFYDMwDDgIOjxpiTAceBuqv5qV2Az6TNIWwDHIuYSlkae4AmgI3SpocfewHlVBDb2UDgU2BCytpPFfNJDoC/wMeICwFb2vG02Z4y3nnahOzxRlZGb9+//3qD9G8eXMee+wxZs+ezZw5czjrrLP4/vvv6dWrV4XHKopjLHvdinQ5qqNv/MTsSUJ5igeJq0u6w3HOOeeqkpJrdzjnXE0mqbGZ/RV9fhhwvZm1TXNY1SuuS4ErgXbE7IdqvG57YBrQgZhNr7brriUkGhGK6g8kJIoHmFHxQlnOuRojI4PHdt2V2LhxJZdxKM2MGTPIzc2lefPmfPPNN5x++unk5OTwyiuvVHisBx6A805fzp+JJuSESXpTgAMwq3uNdUINvTeBzYFuxGx+miNyzjnnqoTP0HPO1SZnS5oiaRpwMVAXl9QMA2YBw9MdiCubhCT6ELrXnkqohbizJ/Ocq/3MeO+jj8hYunT1zh8/fjzbb789DRo0oEePHmy33XY8//zzqzXW2HcS7KIPi5J5AJ2B15Dq3nP9mOUDRxPKcsSJl79TvXPOOVeb+Aw951ydJGkiqzbHmG5mKZOEkg4Arkux63oze7qy4ytVXHsTZh8cTMzGVNM1fYZeBUm0Au4EDgSeAC4049f0RuWcqywSG2Vk8OOwYeScd1764pg1C7bespDhBWcygPuL745FHXrrnrh2JJQ4uImYXZnucOo6SQbkmtmflTReB2CMmbUs5Zj6wP3A9tGm74D+ZvZ7Kec8CuwDFB3zppldVBkxO+dcZat779o552o0SetIGi3p62g23puStkrav4Ok8dG+yZJ6ljLW8UUz+iS9LWnzpN3HAksJHQHzgX+lSuZJ6hc9Cd02uZMusJAwA+J1SSdKeivpnE0lmaR+SdsukTRy9b8ySWL2FvAMcAdxrW6tQFdFJHIkLgWmA1sCPc043pN5zq1dzJibSHDXNddQsGRJ+uK49t8JNuJXTmJEqt0DqjueGiNmHwFnAVcQ16HpDselxf8Rnud1NLMOwK9AeZJzNyc95/NknnOuxvKEnnOuJnqAkEDrDLwEPAQgSYROr4OjfUcBj0bvwK5EUhvgZqB39CRuBHBv0iH3Aw+Y2TbAjcCjpcTzGXBi0thbsXLTjbHAzpJyosc9gI+AvZKO6QG8U+pdV8wFQHNgUCWO6daQxF7AZOAq4N9AZzPGpjUo51xVunHhQgoGD07PxT/6CB55BK4suIp65KU6pOItc9cmMXuQ8BxiJHFtm+5wXBA1DPsgamb2saRdo+1Zkl6XNFHSdElxSQ2TzhsiaaakSYQO8WUxQkIvW1IW0AiYXRX35Jxz6eAJPedcjWJmy83sVfunHsAEoGX0eTNgAzN7Kzr2a+BPYP8UQ3UApprZnOjxq8D+kppJag50IyyDBHge2Cx5JmAxs4DfJe0QPT4Z/pkKYWazCN1wu0eb9iIkCXcGkJQN7AqVmNiJ2WxgCHAJcW1ZaeO61SLRXOJxwvf4e6CdGdeZpX6F7ZxbO5jxW2EhA4YNgyeeKPv4yvTzz3DYQfnsY2+WNDsPYE5JO+qQs4GvgBeJq3G6g6nrojc/XwCGmlkn4HzgeUmNgEIgZmbdCM/jFhK+f0g6EDgS6Ep4DteyHJe7H/gL+I0wO68pcFc5zjs3SjaOkf7plixpgKSry3WjzjlXDTyh55yr6c4lzNLDzOYBcyQdBWH5LbAtqZ/UTQG2l7RN9Pg4QMAWwGbAHDMriMY1QtJu8xTjFBkBnCwpkzAzsHhNorGEWXgAuxFq3P0mqRWwA/CbWaV3pR0OfAvcSVyq5LFdOUhkSAwAZhC+/0cAB5nxfXojc85VFzMeA4adfDKJ996rnmsuWBCSeU3//JEnE0eRSaKkQ6eTYhZ7nRKz5YTfzesDI/zvZdptCyTM7HUAM3ufkGzrQnieNlDSZ8BUQg3aooRaL+AZM1sUPW9bpWBkCvsSXu9uBGxMeBO4rITc5cCWUbLxYeC1KNmImd1nZleV+06dc66KeULPOVdjSboM2Aq4NGnzoYTE2meEZN/7QEHxc81sJqF20ONRA4xmhCdyqxxbTi8QZgL2AT5KUdR5LLBXVKdvvpktBt4jzNbbi8qcnVckdPI7M4rL6wNVM4ntgA8J7/Y/DLQ14wUzvNuUc3XPoESC0XvvTWJk5VRLLdHMmbDLDvnMmfYH/ynYn6YsKunQecAZwE9INyBtUbWR1WAx+4nQ+fYwyldDzVWvor+bMaAnsKeZdQRuAdYp45zSnAa8GK3+yANG8c+br6kHNfvZzBLR5y8CiwhJSOecq3E8oeecq5EkXQgcDuxvZkuLtpvZFDPrbWbbmdlxQAtC84FVmNlzZrZTtHTjXkLdu2+An4CNo3oqRbX5NifM0kvJzJYDr0XjPJLikLGEJba9CYk8on97UPn18/4Rs3cJT1CHE/+nzoyrOhJNJIYDEwkJ4u3NuNCMxWkOzTmXJmYUFhZyVEEBt51wApx8Mvbbb5V7jcJCePhh6NqlgAY/fsGEgm5szTclHf4esA3hb9sdwAnAd0ijkfZGdXCWWszGAhcD1xPXPukOpw6bAWRI4XsgaRfCDLrJQC4wz8wWSWoM9Es67y3gSEmNo+dtp5XjWt8B+ypCmPE3rbQTJG2a9PlOhDeES/yP5pxz6eQJPedcjSPpfEIX2n2Kz4STtHHS56cCSyghWVZ0bLRM9kbgbjNbama/AZ8SluFCWIoz28zKesJ2azTOKtczs18IicILgXejzR8AuxMSfSln6GmoNtVQdddQ9dRQ7ayh2lZDK/xC6yJgXeCyCp7nKkBCEkcRajEdR3gxsbsZU9MbmXOuJjCj0IwLgb4jRzK/VSsKr7kG1rQDrhn85z/Qvj35p55KYpNl3zz/bsFuT2/Kz8XfREgQEnmnAT0xW4DZHMyuJpSbOBZYj1AS4guks5CarFl0tc5twLPAk8TVMr2h1E3RTLnDgaGSpgK3A32jlQ2PAw0kzSC8iTou6bxXgecIz98mUsqbsEmGEBphTIs+NiQsqS3No5I+lzSZ8PNypJktBK+h55yrefRP3XnnnEu/6J3Rnwjvqv4VbV5hZjtG+wcD/yLUWfkSONPMfor2DQBaFNU3kfQa4UVMPeAV4CIzWxHt25bQ2bYZYTnFSWb2eYp4+gGHmdlhKfYZkFuUdJR0H9A/2rY42vZh9LjN3+cN1RbAkTmZOcflFeZ1Lj5uTmbOL3mFeaOAZ4BJNrgcv6jjOpfQ1bcjMZtR5vEVFVd7wpPhDsQs5YzItZnEVsDdhHo8I4CLzZiX3qicczWVRCNgYGYml9avT3bfvmQefTTq1Quys8s3xhdfwDPPwKhR5H/zDdmZmbxUWMglZnwVXaQ+oTlAE2AFMJ1/GkGVFlxnQrmG4whNCB4D7sbsy4rfaS0UZrNPAPKA3YjZsjRH5Jxzzq0WT+g551w10VA1Ehpu2MmNchoVHNnuyMwj2x2pthu0pWF2Q5YXLOfnv35m9FejGfX5qPzZi2ZnZ2dkf5yfyD/WBtt3pQ4eVxYwidDJbV9ilfzLvY4m9CTWAQYR6jh+Awww4/30RuWcqy0kmgPH5+RwXF4eXRo2pKBDB6xTJ7LbtoUNNwwJvsJC+OsvmDEDpk+ncOpUCn/5hZzsbP7IzycOjDTjk0oOLhc4iZDcaw28TagJOoaoadRaK66tCLO8RgMnVfrfTOecc64aeELPOeeqgYZqs+yM7LfrZ9dvde+B92b1bdeXnMycEo83Mz6c/SH9X+5fMPOPmSsKrfBgG2ylN9aIa1dCk5CjiNmzlXoDdTChJ7EPYVbeJoRlO7ebkZ/WoJxztZZEK+AAoH12Nh2B9gUFNDUjA7DMTFZkZfHtihVMAb4g/D5/34zCKg4sg1D/9SxCk6VZhHqxDxG6y6+d4joQGAOcSczuSXc4bvVI6kJYcVHcY2Z2WwnnnEL4eS/ubDMbl2K7c87VSJ7Qc865KqahapqdkT29VW6r5m8d/9b/s3fncTbX3wPHX+feO4ytkKXIllK2VBKK0Fei+qX6KhqU9oXSKq2i/Vuhon3Rdi1pJSVlp0IRWSpCUhGyL3OX8/vj/ZlM487MnTF37hjn+XjcB/ezvD/nzpR77/mc93mn1Di0Rtzn7g7vpsf7PaIfLPsgEtXo6TpAv87xhKC8DpwJ1CdNt+V4bF4cRAk9EY7A9Uvshqve6KsaV68eY4zJMxGX0CsSK2SLHANcD1yBW110FDAM1XlJjStRgjIAuBdoQ5rOTnY4xhhjTF7YohjGGJN4N5cMlKw68/KZ+yTzFi9eTKtWrWjdujWtWrVi7tx/z6hKDaQyustoX4sjW0iKL+WJOK51J1AGuK/Aoj9IiOAX4Ubcohctgf9T5QJL5hljEkmVaJFI5gGo/ozqrbjK5JuApsBcRL5GpAciJZMbYIF7EPgMGEtw76JbJrFEJFVEPhSRn0TkexGZJCJHZ9rfTERmefsWiMgZ2YzT2Nuf8VglIpsy7T9GRGZ715krIg2zGaeXiKiI3JJl+zRve3kRuUxEvsi070hvX69M2/qLyFv78aMxxpg8sYSeMcYkkAyUigFf4I5+p/YLVC5TeZ/9lStXZvz48cyYMYOXXnqJvn377nOM3+fn0f88GghFQ61kYOwPtf9I0/W4Fdxu8arqCkqgAMcqckRoBszBVeYNBxqoMj65URljTJKo7kD1JeB4oC1usaoRwBpEHsItYHXgS9Mo0BPYAbxLULLvhWEK2kvAsaraBPgIeAVARAT4ABjg7bsYt/JsqawDqOoiVT0h44GbQv1OpkNeBF5S1XrA48SempthPnBZxhMvwZj5mlOAliL//DfSDvgG9/8HmbZNzuV1G2NMgbGEnjHGJNaVqYHUkn1b7JuoA6hSpQrly5cHoGTJkvj9/pjHnV7rdNrWbhsJ+AJ3xnHNF4GFwDCCIvkLex/XeX+eV0DjFQkilBfhOdyH8m1AE1XuVmVnkkMzxpjkU1VUp6F6EVAb9/5yNbAKkbGItEUK7H0mOdJ0M3ABcCLwZJKjOSio6m5VnaB7ez99jfvvC+AwoLKqfuEd+xOwGdffMVsikgp0B171nlfBrQL9tnfIe0CNzJWAWfwK/CUizbznV+BWtc+I+VfgT+AUb1NbXJKwpXe9FOA0XOLPGGMKhSX0jDEmsY5qUrWJHlLykBwPCofD9O7dm3vvvTfbY9rUauP3iz+7D6J7pWkEuAFoA1ySt3BjCMqxuC9wAP0JSsX9HjPJRBARegA/Al2AXkA7VZYkNTBjjCmqVH9D9T6gJq6SqTouebEQkWsRKZvU+PZHmv6AS+DcSFB6Jjucg1BfXJUe6hZi+UNELgY3/RY4lr0Jv+xcCPyiqgu85zWAP9RbsdlLHv6K++83O68DV4iIH1cZODLL/im4KjyAVsAkYL2I1AGaAetVdVUucRpjTIGxhJ4xxiRWydRAao7/1kajUXr27Ennzp0566yzsh/IXxJck/Lcpek3uOkrTxGUQ+MPNwtX4fci/NPfqQzwWL7HKwJEOA74EngTN63nOFXeLDI9rIwxpihT3YPqO6i2xCUx5gFPA78hMsRbWOPAk6ajgaeAlwjKickOp0gLihCUEwnKdQSlH0G5i6D0JihnEJTYUw2yISJ3A0cDd2Xa3BmXWJuPS/bNBMK5DHUlXnXefngfVwl4AfCNqm7Osn8K0FZEagKbVHU7MA1XrdcWq84zxhQyS+gZY0xi/bVy88podiuKqypXXXUVTZo04frrr89xoNVbVqPo+jxc+26gLDCHoOR0Rzonl+Aq/TJ66PmBqwlKy3yOlzQilBLhIdx05ArAqapcp8qmXE41xhgTi+o8VC8HjgQexVVJ/YTIp4icg+QtuVME9Ae+At4nKIclO5giJyj1CcpD+Er8AnyHv/QwSh3xIKWqP0DKIUOBL5GU9QTlOYLSOuM0Ebk008IVl2fafjvuv5lOqvpPqwtV/V5VO6rqiaraA6gGLM4uLK9CrgUQzLR5DXCEiAS8YwRXnZftQlequhv4FHgeeC3GIVNwU2w74hJ5eH+2w/rnGWOSQLL7kmmMMWb/yUBpDnw9IW0CnY7Zt/3L+PHj6dKlCy1atACgYsWKvP/++/sct37HemoNrRXZHd59tw7Q/8UdQFCWA3WBdNxiGU+TpqE4z60ALMclvzL3SIrgpqo2IU1zu2NeJIhwNjAMqIxbAXiYaq53+40xxuSFS+CdC/QB2gO/AM8Br6N6YNw8CUpl4FtgKXC218bi4BaUAHA3yABSq0SolZZCrYvhsFNAMtWHbFkGv74Lq4Mhti5LAd87EO1Nmm7JOqSI3IrreddeVf/Osu8IVf3D+/vVwLVAM83mi6uIPAjU8ZJ/mbdPBUao6ggR6QL0V9WTY5zfCzhfVc8XV2HaGXhKVVVEFKiQUa0nIj/iPhPdpKqfiUgZ4Afc54t6qvp7rj9PY4wpIJbQM8aYBEt5MGVCoyqNzvzumu8C+e0dfsfnd/D0N09vCkVDNXWA7oj7xKB8DTT3nkWBZcCVpOnXcZz7PHAVsVe4jQJ3kKaD444lCUQ4EjcV7ELgXeAWVdYmNypjjDkIiNTH9XPthavufgcYzt4eZ0VXUJrhKvV+By4HJpN2kH5pCkoq4h8Dcg4nPunj2Bv/ncTLztrx8NWlYULbf0ZD/yHNJegAxK2SvAaX8N3mbd6jqs29/QNwyT7BJVZ7q+oab991QDVVvd977gNWA5eq6r+mvIrIsbiVbQ8DtgKXq+qirKFmTujF2Jc1ofcCbnpvBW/KLSLylff8uNx/MMYYU3AsoWeMMQkmA+Uk4Nt7W9/LoHaD8rwg4Cc/fcIFoy+IhqKhO3RAHhNoQZmD63GUIYJrt/Ay0J+0f98Vz3TeKbhV53IKdjdQjzT3IbsoESEA3AQMwq1K10eVz5IblTHGHIREDgF64qr2jsP1QxsGvI/GWTGeDEFZARzlPZsHDAQ+OegSe0H/6wRK96Ttp36qtMrbuTtWwxftQuz87Uc01IQ0jSYmSGOMOThZDz1jjEkwHaDfAVc/PONh7flBT926Z2tc50U1ypOzn6TzyM6E14Tn8TvP5OPyWfsX+XFJuiuA5QSlh7fwxV5uas0ruCq8nAQgXzEllAin4qZLPYprcN7YknnGGJMkqltRHQ40wE3D3YDrdbYakQGIHJHU+LI3k70LQp0EjAMWEpQuBOMpUSsGgnIs6GU0ey7bZF5qaipt27albdu2vPTSS//eWaYWtPk4BQ03wq0ob4wxpgBZhZ4xxhQSGShnB3yBd8qnli/T8/ieKRc3vJjm1ZvvU7G3YtMK3l3yLm9+/2Zo2YZlPv1Bv2AsZwKjgatV8zTldj5wQi5HTQOuIU1/8s65CRhC/Dd9ziVNP4k7pgQR4TDcCrxXAV8AvVX5KblRGWOM2YdILeA64GrgUGAsrmpvNkXly0lQBuAWlyqRaWsU9964AlexN/JA6SWbL0H/SMrW6cK5PwbwxV7fpHbt2qxatSrncWZ2i/Lb+yuIhupbT0JjjCk4ltAzxphCJAPlcKBPCX+JHumR9FqHlz081KByAzm05KGBHek7Ir9u/TWybMOyEgFfYEs4Gh4DvKAD9DsR6QCMBNYCF6rq8rguGJTvgeNzOSrjy8gg4Elc9UTpPLysFaTp0Xk4Pm4i1Mfd1X9alZiljSIIrkfT/3Cv5RZgtCr2BmeMMUWZSCrQFbgRaAoswCX2RpJp1dOkCMqlwOvEvrmV8f7yG/Ag8CZpuqewQisUQSkLbKXF68JRvbI9rGzZsjRt2pQKFSowePBgjjrqqH0P2rwIJhwPcDppOiNBERtjzEHHEnrGGJMEMlAEVzl3AVANKAfsBP4GPgOm6IB/9xYSkdrA+7iePt1V46iKC8oPQMM4w1pPmlYlKA8C9bPsOwQ4E5gE+yTWppCmw+O8RtxE8OP6Fp0AzALOVGVXlmMaAc8Dp+JWUrxXlX1W0zPGGFOEuVL1U3B99roC24FXgedR/SUpMQWlFRBP8ikK/AX0IU3HJjaoQhSUo4AVnDUHDmuW7WEbNmygUqVKTJw4kUceeYRp06bte1A0DKNSAC4mTd9NVMjGGHOwsYSeMcYcQESkFPACcCnwAPCgag5NpoOyhH2TcxkiuJ56670xXyVNf81mnIbAD0Aj0nRxPsPPExGuB4bjev5FgInA+aqERCgD3A/ciqvouE6VbwsjLmOMMQkkUhXXOuF63A2vT3BVe5PI6f2uoAWlGuRpVfQ3SdPLEhVOoQtKHeAXOnwDlU6J65Rsp99GQzCqBMBFxSrpaYwxSXZwNHQ1xphiQlV34aaX9gbuBT4SkfI5nBKIsS3jC9EU4DygOmk6INtkXhKIUBU3hTajwaAfOAt4XYTzgaXAtUBfoIUl84wxxZmIPCMiq0RERSRmX1QRudzbf36MfWeISEREbs7m3MYisiDTY5WIbMq0v6OIzBORhSLytYg0yWack73zl4jIZZm2nyEiL8b1YlVjBMGkAAAgAElEQVTXofowUBu4CCiLq1xfhkhfRA6Na5z99yeQnssxEWAjrrLwmoRHVLjWA1E2L8z2gO3btxOJuJZ4CxcupFKlSrEP3PLPfcA/CjRCY4w5yFlCzxhjDjDqPAe0wfUcmicijbM5POPf+Yw+eeuAx3Ef1H8hTcfF1dB7BaXYBvxKyf0KPn5PAalZtvmB7sAHwHTgOFWeU8UabBtjiruxQCtgdaydXkuGq4GvY+w7FLdg0ITsBlfVRap6QsYDGA+8451fwfv7Zap6PHBHxr4Y+gM3Ac2AAd75pXAV5Xfm8hqzBhVG9T1U2wGNgS+BR4C1iDyPSKM8jZdXaRoF1uRwxDbgHqAWaTq82PXQS9Md4Htbf3goRDQU85AlS5Zw8sknc/rpp9OnTx9efvnl2GMtGhhFUpYCXyUuYGOMOfhYQs8YYw5Qqjobl9D7A/haRLrFOGwdrnn358D/4arx7sZNVb2aoGQ/j0bkOEQeRORH7mcu1wF38S0i3yJyJyI1Cvo1ucvSBpe4i1VdmGG5Kn8m4vrGGFPUqOp0Vf0t1j4R8QGv4BaWiJVUGgY8hKsky5W4hSq643rYAdQFNqq6dguqOgOoKSInxTg9hFtUKRX+udnyAPC0qm6O5/oxqf6A6vVAdVwS7T/AIkSmIPJfRHJ6v9gfWVdKDwO7vccnwP9c4qv4EZFSnR6P/hTd8WsKK9+Mecwpp5zC/PnzmT59OtOnT+fEE0/c96BN8+G3D31o6B4vSWqMMaaAWELPGGMOYKr6B+6LzavASBF5Sv79xaY9UJM0PYc0HU+aZnzBCgLT2cULBKQrIk8g8pz3ZxdEHsD1zLsXqJflsifhqj2WIdKrIF+PCCWAlyHXqrsBIvQtyGsbY8wB6lZglqru03pARLoAUVX9OA/jXQj8oqoLvOc/A4eJyKnemOfhFnKqHePcQcDduJtId3jTg49S1ffycP3sqW5G9WngOKAjsAN4F1iJyD2IVCmQ6+y1HNemIoxLVj4D1MT9jLri2l8UKyJSWUQGAL9+tpD7P13AMp3bJ8ofk/I+2NafYNq5YSTlO+DDgo7VGGMOdom6m2WMMaaQqGo6cJOIzAFeAk4Ska6qup403QXsW9XRnfKUZwO7aEOEUfm8dGngdURKoPpSvl/Av92MqwaJ54bTUBH+ViV26YAxxhRz4qad/hc4Pca+w3E3Zdrmcdgr2Vudh6pu8RKDj4pIWdy0ySXsbeVApmOXZsQiIn5cYq+niFwCdMGtkn6rqv6dx5iyXiiKWyhpIiJ1cQto3A7cj8gYYBiq3+zXNZxpuJ/H28CDpP1TJfkpQRkADOEOWc2T1MD1ea2AS/z9hEs0TkP1gGgLISLHALcAlwO7cCvHDzv3RN1INP1NpnTsyvGDhAb9wJeS82Cq8OsY+ObqMJHdi9DQWaTZSozGGFPQbJVbY4wpRrxqiPeBEsB/NdYXGvfl53PgqAK67EagDqrb9mcQEWoBP0JcffoUt2DGFqCiKjaNxxhT7InIKuD8jOo5Ebket+J3xlTbw3FJswHAr8BruOQMQCXcIg/Pq+o92YxfB1edXT27KbIiUhK3YEQzVV2eQ6y34Sro3gTmAccDPYHaqjogzpccP5HSwCW4qcdNvGsOA8YAu8nvl56gpJCm+zaRO0zKU4OFLKJGDu9AfwC9Uf0gX9cuBF7l5e3A+cAqYDDwumqmqcRB8QE3g+9xUspBra4Bal4MVdqAz6sPUYW/57tE3qp3Quz8LQXkBdDbi+u0ZGOMSTZL6BljTDEjIhVxU2rbAX1U9WVvR3ngAtyiGJUL+LK3o/rU/gwgwlTcQh+ZZXyJyigHCOO+pC4GlgEzVBm3P9c1xpgDRdaEXoz9U4GhqrrP9EYRGQEsUNWhOYz/IFBHVXtk2X6E1+IBEXkIqK+q/81hnDrA80An4BBgLlAf6AEcr6q35fAy94+IAKfhVp79L3tnJCmunUMEN402mul5JMvzlUC7bKvrRKriFuloGGdU/VB9Ih+vJiG86snOuEReS2AO8ATwgeZUURiUOkBXfCV6EE1viASUQJkw4oPwDj/RdB++Er8TTX8HGEWaflcIL8cYYw5aNuXWGGOKGVXdJCLn4BqRv1RX5PRlUDLF3X3PZZ4MrOFIptGGJTRgiTTip5SGbKMsIQ1QQkKUZzPHpS+iAYtpwBLOYDKV2HjcPgO5Ru1NgIq4RNwKYjR1F6EcLsmYOZn3Fy5htwRXtfeT9+cq1X2neRljTHEmIi8C5+Aq8CaKyDZVPXo/x7wOqKaq93vPfUAv4NIYhw8Skda47w5f4aah5uRp4GZ1lQNbRCQILAK243rPJY675kxgJiINvb+Xx1V1B4jv+08Z77E1m/2PEEcy7w8OZyptWUzDx1/wb+qwPaVibVUO8WIIi7AlPZ1FqizBvd9NSeSCT+KqGC/D9V08GvgYN0V6psZT5ZGmK3E9dB8jKPXQcHNCW8rhXs8WYCnR9Lk2vdYYYwqHVegZY0wxdoVI70Hw7JHui0y21lGFUXRjTCCN2eHmpASi1KsTosHxKRzXwEf58hAIQCgEGzbA0h8iLF0UZvmvKQhKQ/+yNQvDDQcCYxU5gr2VEYdnuowC3wAjgRcFTfeOeRoohavmeB/4SZX9mr5rjDHGAOCqBefi+tvFuyBgGqojsxmvLu6GU8zE4EYqMoaLGe3vzvTIqfj9cEytEPW999OKFSElxb2fbtoES5eiCxcSWrWKlGgUAgFmhkIEgTGqbMr7C44VslTBLeDRGygLvAEMVtUfC2J8Y4wxyWEJPWOMKa7ctKNvgROzO2QLh/A/+jHEdxuB1ACdz/dxcTcfHTpAyTg62W3bBuPHw+hRGp3wqRDQ9D2Dwnen3MizgZKkZ3vebkoubcL3637i2LbACKCfKn/l8RUaY4wxuRM5EZgFpJLzDa4wMBnoGLPnnpuqeifwcNZdOyjNYG7lCX9/IoGS/N95wsXd/HTsCKVL5x7izp3w6acwahTRcePQSITd4TCPAkNV2YFb5ORC4BhcMvFv3MIgs7PrDygix+Kq8S7DVUcOB4ar6vrcIzLGGFPUWULPGGOKK5ELcBVv+1DgVa6kf+BJIqlluPv+FHr3ju9LR3b+/hsefxyeHhKhavRPng1fx/8xPtvj13BkqBUzO63WWl/m/6rGGGNMHETOBD4F/DkcFQKORXVllnNb4FZ/vYAYPWhH0o1bA8+wPaUC/e4KcPPNUK5c/kPdtg0GD4bHHiMikdDWp0I3rb2eFxoQu8JwDTAEGIqqiruZ1wrXH+88YAVuoYsRqroz/1EZY4wpaiyhZ4wxxZXIG8TohbSbklwlrxHkEvr2Fe67DypWLLjLrlkD/ftFCY7ycSeP8Qh34yPb95qbUX264K5ujDHGZEOkB/BWLketBp4DXgU24frl3UmMyr4QAW7iWV7gOq65WnnwIaFKlYILd906uPeeKK+86uMGnmMofUnJpo1sFD6sCqM3wM1Ac+Br3EIXH+W40IUxxpgDliX0jDGmuBIZDVycedNWynG2/3N+SD2ZUWMDdOyYuMu/9hpcf22E8yIfMlK7EiDm94lVqNZJXBTGGGNMJiL9cAsxZRYGFgLdgetw1XglgJ+BxrGG2UUq5/vHMTPQljffCfDfbNf83X9jxkCvnhHahL/kg+h5pLIn5nEDgQfgA+BJVZ2duIiMMcYUBZbQM8aY4krkftznewAi+OjsG8+8Cu2ZPD2FBg0SH8K0adCpQ5ir05/jafrGOiSEaonER2KMMcaQ0V92KG7xpowprBHgRFQXeceUBW7E9crbpzJPgR4SZEKZLnwxNYWmTRMf9ty50L5dmM47R/KGXhqzEWAEtvuhJqp/Jz4iY4wxyRbvSk/GGGMOPM8CWzKe3MtDTPJ14INxhZPMA2jTBl5/M8Az3MQrXBnrkI2FE4kxxhgD3gISt+Aq2SLe49F/knnumO24VXFjLqDxP/oxiq6Mfq9wknkAzZrBqHcDvE0PBnNrzGP8bgXbBNbeG2OMKUosoWeMMcWVu0N/D8AsTuUx7uL5F/20bFm4YXTtCnffDb19z/MrNbLufqlwozHGGHPQU40CPYApwHxirFoL1Ip16iIacReP8sSTbkX4wtSpEzz+uNBPnmAJ9bM7bD+WtzLGGHMgsSm3xhhT3Ilc1tY/49XoKc3902alIDHrDRIrPR3q1Umnw+9v8BLXZGzeBByF6pYcTjXGGGMKn8jLwFVZN1/o+4AVx57D/B9S8CWhNCIahePrh2iw/CPGRC+KdcjpqM4o7LiMMcYUPqvQM8aYYk7Q1dMirfwPPpqcZB5AiRJw36ASvC6X8wt1AP4A2lsyzxhjTBH1RtYN8zmBD6LnM+jR5CTzAHw+GPhICu9Gu/A9x2fdPdOSecYYc/CwhJ4xxhR/aSecQLhNm7yf+MADD+D3+ylbtuw/j0suuSRfQVx6KVQ4VHmM/rOA41Gdn6+BjDHGmERTnQl8nnnTSC7hmFrpnHde/oZct24daWlpVK1alfLly9OyZUumTZuW53EuuACOqpHOaLpm3rwb6Je/yIwxxhyILKFnjDHFXMmSnNmxI4H8nt+yZUu2b9/+z2PkyJH5GiclBU7/T0BfD1yzDdUN+Y3HGGOMKSTdgbkZT6altOc/nUrku9r9hhtuYM2aNfzwww9s3LiRLl26cO6557Jp06Y8jePzwRlnlWBaoH3GprXAmah+lb/IjDHGHIgsoWeMMcXYY9K/6Z491M5PdV4itG0rArQWwZ/sWIwxxpgcuZtPrYCBWym35ttwE/bn/XT58uV06dKFypUr4/f7ufbaa9m+fTs///xznsdq0wbmRJrqn1S9EWjoVRQaY4w5iFhCzxhjihuRUojcisic9nwxD6BevfwPN3/+fCpXrkytWrVIS0tj5cqV+R6rXj0IhykDlMt/RMYYY0whUU1H9YFKbDgjov79ej+98847+fDDD/njjz8IhUIMHz6cunXrcvzx+/TCy1W9ehBWvxzBn+OtH60xxhycLKFnjDHFiUgdYB7wFNBsDyUBtyhFfnTp0oUlS5awfv16Zs+ejYjQvn17tm/fnq/xSpbc+9f8RWSMMcYUvhAlSkL+308BTjvtNFJTU6lWrRqlSpXiqaee4o033qBUqVJ5Hivj/fQBBuQ9G2iMMaZYsISeMcYUFyJlgOlAg4xNpdgFwI4d+RuyUaNG1KpVCxGhevXqvPbaa6xdu5bZs2fna7xMcezOX0TGGGNMUuyC/L+fRqNRzjjjDA4//HA2btzI7t27efnllzn77LNZsGBBnsfLiKMXIz5CZBkiXfIXmTHGmAOVJfSMMab46AMcmXnD0SzHJ1Hy8V0hJhFBRFDVfJ0/fz6kpLAB2FowERljjDGFYo3fz578vp/+/fff/PLLL9x0001UrFiRQCBA586dqVu3LhMnTszzePPnQzn/DqqzFuBY4F1EHs1fdMYYYw5EltAzxpjio2/WDYewjZMCC5k+PX8Djhkzhg0b3IK069at46qrrqJq1aqceuqp+RpvyhQi4TBfqpK/jKAxxhiTBKqERJg9bVr+3r8OO+ww6tevz/Dhw9m6dSvRaJTx48ezePFimjZtmufxpk+NcprOIkAk8+b+iJyXn/iMMcYceCyhZ4wxxYGIAIfH2tU2NInPxqUTicTam7O3336b+vXrU7p0aU466SRCoRBffPEF5crlfU2LzZth5kxQZWreIzHGGGOSKxzmy4kTCe/OZ9OIjz76iA0bNnD00UdTvnx57rzzTp599lnat2+fp3F27YLJkyK0iU6OtXug95nAGGNMMSf5nTZljDEGCMpxwInAIYDgppJ+T5ouLqwQxPXOa7kDPi4N+3TW/pF6NJCljHjDR8+ehRXVvgYMgEceYXs4TA1VNicvEmOMMSbvRKju87Fy6FBSbrwxeXEMGQJ3376HX6K1OYI/Yx1yNKorCjsuY4wxhcsSesYYk1dBqQt0w1eiO9H0+uCDQOkwAOGdAYiCr8TPRNPfAUaRpj8W5OVFpAJwGnC692gKBIbA5puhfKxzeskIZta4hKXLS5CSUpDRxGfTJqhRg8jOnTygykOFH4Exxhiz/0QYWqkSvVevJlC6dOFff8cOOKpmiJ6bnuZJ7sjusEZo4d1YNMYYkxyW0DPGmHgFxQ/cBTKQlEOj1OoaoObFUKUN+PzumGgENsyC1WNg9agw6Zv8oI8AA0nTUH4uKyJVgdbsTeAdj6sGXIJb1XY6MENhJ7CCGEm9FRxFI98Sru1TgqFPF+5MnGgUzjuPyMSJbA6HOUrVFsQwxhhzYBLhcL+f5d27U3rEiMKd3KoKPbtHGD9mJz9F6lKFv/Y5JoJv11YOObyC/m3vtcYYU8xZQs8YY+IRlFTE/y7I2ZzwuI9jbwJfIOdzohFY/iJ8d0sUjU5Fw51J0+25XUpEavHvBN6xQBRYwN4E3kxV3feTvEgzYBxQNeuukXQjjZG8+ipccUVuURSce+6Bxx4jEo3SRpVZhXdlY4wxpuCJcA4wbvBg5JZbCu+6TzwB/e+MMkE7cRafxzzmcfrRn8cXA+8AI1VZFe/4IvhwrTvKALtU2VYAYRtjjEkQS+gZY0w8RgZG4S/9X9p9GqDyaXk7d9O38GX7MOEdk7gk/ezMu8Td26/H3uTd6UBNIATMZW8Cb7aqbonreiJVgHuBi8iyUEZ/Ho0M9vfzvx30cfHFeXsZeaUKgwfD7bcDcKUqryX2isYYY0zhEKGfCI+98gpSGDfJXn4Zrr1WeVJv41aGxDxGYfUZTO49lXbnAhcDFYFvgF3AWiAAlMv0KAuU9h6lgJKZhvtGlRaJej3GGGP2nyX0jDEmN0E5AZhP6/egxoXZHrZhwwaOOeYYhgwZQq9evf6984/PYcpZ7AnROrUX2/h3Aq8K7sP2V+xN4H2jqjv3K24RH9AKOApIATaupubkOrL6QVX63H8/3H8/+P37dZWYdu2CG29EX30VAW5X5amCv4oxxhiTHCII8CBwz223waOPkpAetenp0O8O5elnhPsYxEAGkM0s39nAxaiu9eIrAXQA+uGq/vNCgdGqXJL/yI0xxiSaJfSMMSY3IwPjOLRBRzp9HyCHZjk33ngjq1ev5sILL9w3oadKeOKp+tVXcyOnD4oEcKvhzmRvAu9bVU1P2GvIxPsScr3PxzNNm6JDhhA4LY9Fh9lRhXHj4LbbCK9axe5wmJ6qfFgwoxtjjDFFiwiX+v281KAB/iFDCPznPwU39qRJcMfNIX7+McJlkddeeY7eqUBnXHUduM8SHwNjgAmoRmLEJ8AQoG8eLh0B6qnyy/69AmOMMYnkS3YAxhhTpAWlOho5l8YP5JjMW7JkCdu3b+ekk06KfYAIgSaDpPWxkcBd53E+UFFVz1HVx1X1q8JK5gGooqo8F43SbP58vm7Vyi1aMWeOS8jlRyQCX34Jp51GuHNnWLmSceEwTSyZZ4wxpjhT5c1IhJOWLmVK+/bQoQORmTPdglD5EY3CjBnQ4YwwHTpA9WVf8m3kBJ6jdwDVnsChwCHeozyqPVEdFyuZ58WnwC24asJ4hIHnLZlnjDFFnyX0jDEmZ9UAKN8kx4PuueceBg4cmPNI5Y8H4JGubNFsPngXJlXmh8OcDpzz2Wf81Lw51KwZifbvD7NmwZZcOvb99ZdL4vXpA1WrRiPt28O8ecwBWobDXGhfBowxxhwMVFkSCtEB+M/UqSxs3RqqVyd0220wbRps2pTz+Zs2ueNuvRVqVUvn9NNhy4zvmUJbPol24jh+BDd9FlQV1W3eI67bcN6NvPuB++J8SWPiPM4YY0wS5bJEozHGHPRcWV4O1XmfffYZ9erVo2bNmrmM9M89lCJzM8W7cz9BhE+Bpr/99sa7gwefVfvxx6sDUKlSOg0aCIcdFqBECWHPnih//hlm6VLYsqUEACkpPxIKzf4OLr8sPZ2lyXs1xhhjTPKoMlmEpkDjP/+k67BhdB88mFoAFSsSatgQqXSYBkqUFNL3RPn7L/d+um6Tez89JmUlvUJvczFjaBT+IWuvvP3+3qbKQyLsBp7I7hBcT9/pInzP3pVyf9vfa+8vEUkFRgENcDGuB65X1eXe/mbAUNxCHwrcqqqTsxlrLHAqcARQQVU3x7MvyxhXALcDe4ArVfU7b/sgYJmqBvf7RRtjTC6sh54xxuQkKLWAVbT5BKqfHfOQhx9+mEmTJpGamsry5cspVaoUw4YNo02bNv8+cP10+KINQEPSdEmiQ88PEZkEtIc6QH3c5+ZjcZ+PU4B0YDOwDFgCLMUtnMcLqnp9MmI2xhhjiiKvf11N9r6hHleNtXVa8HX7FEIcwlbqs/SfR01+zW7BC4BPUY39QSTvcd0IPBNj19+4DwAnAWlAF9wU3+m45N5YVf4uiBjyykvonQF8qqoqIn2ALqraVkQEWAP0UtUvRKQe8AVwrKruijFWe2AhsI59E3rZ7ssyxkqgEdAUuElVu4hIQ+BhVT2/AF+6McZkyxJ6xhiTm5EpU6h4cis6zM6xjx7AAw88QO3atfddFANgcocI66bOR0OnkFY0//EVkQeAAfk49VJVfauAwzHGGGOKn39unuVJS1S/LrgQuAZ4MdOmKHCL6t5EnwglgbNxyb3/w80wmIBL7o1XZZ9kWWERkZOBsapaW0QqAWtVtWSm/QuBB1T1/RzGULJJ2uW0z9u/HGgOnAL0BHoAnwFXq+rq/XhpxhgTN0voGWNMboJyKjCLtp9BtbPyN8Zfs2BSK4AOpOmkAoyuQIlIeWAlUD4Pp/0INCwKfQGNMcaYIk+kMTAVqBjnGS+hem3Bh8HlwKu49iJrgbqq7Mnm2EOBC4DuuEq5HcD7QBCYrEq4oOPLiYi8BWxS1b7e81VAP1Ud402/nQncpaqDcxhjfxJ6FwL3AtuAa3EJWr+qPr1/r8wYY+JXZPo4GWOKFxFRLzlUUOM18j6s5XRMLxHZIiILvMeUPIx/hohEROTmfXam6Wwk8Blf9QizeVHeg9/6I8y4KIykzMJNASmyvA+uvYF4k3M7gGstmWeMMcbESXURcBpuamdOwrik0XWJCYPXcZVlfwG3ZpfM847dosoIVc4EjgTuBxoCE4HfRBgqwineNOOEEpG7gaOBuzJt7gxcISLzgb64hF7Ckoyq+r6qnqSqbXCfhToDw0TkEREZLSIPJ+raxhiTwRJ6xpjiZoqqnuA92sVzgogcCjyGm0YSm4a7kb75Gya2iLDyLYi3uvnXsfBZszB7NixEQ52L6lTbzLxGzp2A33M5dCnQWlWnJT4qY4wxphhRXYbrVXcm8DKwGtgC/LWcur/dwf+2fU3zeqg+HO9qtvkLg6AqVVTjX9lWlT9UGapKM1yj3ReAc4BvgJ9EGChCvUTEKyK3AxcCnVR1596Y9HtV7aiqJ6pqD6AasDgRMcTwNHAr0BaopqpdgSNFJK7PocYYk1+W0DPGJJyInCwis0VkoYjMEZHTvO0BEZkoIvNEZLGIBEWkTKbzHhCRn0XkW6BbAkMcBjwEbMz2iDTdgobbE9k5nK8uhY/rhvj+Ptj8w77JvS1LYdFAGFcvxMyLILz9dTR0Omma/fhFjKpOAmrhEnsjcNNqwSXxhgGtcdNs5yclQGOMMeZApxpB9QtUr0G1NqrlUa1yDMubP8kdqS35Oq999gqdKj+p8gBQD9dP7hPcFNQfRZgrwi0iHFEQ1xKRW4FLgDOzToUVkSMy/f1qXNVczFVuC5KIdAWWqqu6LINbYRdcT8Kyib6+MebgZj30jDEJkdF7BNgJLMc1CZ4oIq2AsbipEjuAiqq60Vuh7Dlgtao+JiLnAP8DWuL6k7wFtFLV2jlcsxfwJPCbd90hqvpuLnF2Af5PVS8TkRHAAlUd6u27Dnen9f5/nRSUZkAavpQ0oqEqpJQPkXKIIgKhrUL63ylIykY0NBIIkqZfxf+TK5pEpBYukdfHmj0bY4wxiSXC67jPQA1UiSY7nrwQIQC0w/XbuxCX6JqM67f3vipb8j6mHIlbyfYX3OdCgD2q2tzbP8C7nuBuPvZW1TXevn99nhORT4AmQHXcbISfVbVtbvtixFQB+AjooKq7RaQE7jNubVw/4i6qGsrrazXGmHhZQs8YkxCZEno1gHGZE3Ei8j2uT9tsYBBumkYAOBSYrardRGQwsEVVB3rntAbeyiWhVwnYqao7RaQ+8DlwkWazKpyIHI5bkaytqm7OmtDLVVB8wKm4KTPlcFXPW3A9cWaQZn3ljDHGGJN3IjQEfgA6q/JxsuPJLxFKAefiVso9B1e5Nh63Uu6EnPr2GWOMyVkg2QEYYw5KGXcS0nArpbVR1a0icpP3PKdzsh9UdUOmvy8VkQm4ptMxE3pAU+AIYIErEKQScJ6IVFbVe3J9FWkaxTVdnpnrsQc4EUkF6gIrVHV3suMxxhhjijNVFoswAbgDDtyEniq7gHeBd0WoAHTBff57D9gqwlhccm+6atwLchljjMF66BljEu9HwCciZwKIyKnA4cACXAXfBi+ZVw7olem8L4CLRKScNx33mtwuJCLVM/29Ki45mG2PN1X9RFWrqmptr/JvLDAormTewacurlKgbrIDMcYYYw4STwKtRGiR7EAKgip/q/KyKu2Amrj+xU1x03FXi/CkCCcVxkq5xhhTHFhCzxiTUKqajuufMlBEFgJDcT1FtgNvAqVF5EfgU2BGpvMm4BJs3wHzgF/juFxvb3GNBcAkXA+9fDdEFpHrRGRQfs83xhhjjNkPU4FvgduTHEeBU+U3VZ5U5USgIW4Brgtxr3eJCPeK2E1EY4zJifXQM8YYkysRyejl00hVFyc7HmOMMeZgIEJXYCRQT5XlyY4nkbzKvBa4xS264lqhfI2bkjtGlfVJDM8YY4ocq9AzxhhjjDHGmKLpPWA1cEuyA0k0VVSVr1TpA1QDzgZWAI8Bv4vwqQg9RSiX1ECNMaaIsAo9Y8wBRUROwE3LyAyFdvoAACAASURBVOoNVR2SzTn346ZxZPVfVV1RgOEVWyJSB3gL6KmqK5MdjzHGGHOwEOEmXFKrpiobcju+uBGhDHAernLvLCCEWyjkHWCiKulJDM8YY5LGKvSMMQVGRJ4RkVUiol7iLa59WY67XEQWZHpsEJH3Mx1yJJAKlAF+AU5X1ROyJvNEZIR3rRNVdZCqngC0Bo4G8J7fKyL3Zjqnh3dO7UzbPhORK/P7MykuVHWlqrayZJ4xxhhT6F4DdgO9kx1IMqiyQ5WRqpwLHAHcBlTHJfX+EOEFEVqL2HdbY8zBxf7RM8YUpLFAK9zUkLzs+4eqvu4l6E7wkm5/4u7AIiJlgVeB81X1GOB34L4chvsWuCLT867A0kzPpwBtMz1vB3yTsU1EAl7M+V5Yo7gQkRQRqSYiKcmOxRhjjDmYqLIdeB7oI0KpZMeTTKpsUOV5VVoDdfBWAgamAytFeEyExkkN0hhz0BCRs7IUo/wuIt/lcs4FIrLQO36JiDwsIvla3dsSesaYAqOq01X1t7zuy46INAeq4O7AAnQC5qvqMu/5c8AlOQzxPnCuiJT0nl+Ou8udYQrQUkRKeM9bAY+yN8nXDNhgVWkA1APWen8aY4wxpnA9CxwCXJbsQIoKVVap8qgqjYAmuMVD0oCFIiwSob8ItZIbpTGmOFPViVmKUb7DK0bJwRdAxvEnAGcC5+fn+pbQM8YUZVcCb6lqyHtek39X+K0CjvAq6WLZCUwCzheR4wAhU4Weqq4B/gCai0hNYBPwOXCqd0g7rDrPGGOMMUmmyp/Am8BtIviTHU9Ro8pCVfoDtYE2wCzgDmCVCDNEuE6ESsmM0RhTuESks4gsFZHvReRxr5VTbRE5RkQ+EZG5XqVcn0znqIjcLSJzRGSliFyeh+tVA/6D6zueLVXdpqpR72kqUBLI1+IWltAzxhRJIlIG6IabYrs/XsMlBq8EXo+xP2PabVtgmqruAtZ7i0C09fYbY4wxxiTbYFwv4POSHUhRpUpUlemqXIfrt3cebobBYFy/vXEiXOIttGGMKaZEpArue+AFqtoEWAYcBvhx1by3qWozoAVwjYg0y3T6HlU9BTc77Jkcikey6gVMUNX1ccR3qogsAtbjCkg+8rafLCIT4ryeJfSMMfkjIpdm6hUQ952LPLgIWKyqSzJt+xX+NXWiNvCHqoazG0RVvwaq4ZKDo2IcMgVXidcOmOptmwZ0AE7DKvSMMcYYUwSoshQYh6s8M7lQJV2Vcap0A6ri+iqn4Kpn1onwlgidRIj3y7ox5sDRAliYqVXTG0A6rhquITBKRBYAs4FyQINM574D4J0bBg7P7WJeD7wriLMYRVVnq2pjoAbQFLd4I6o6T1XPjmcMwP7xMsbkj6q+iZv6kShXsu8/iJ8Bw0XkOO8f2BuInaTLqi9QSVW3xeg3OgV4BZccvNHbNg0YBqxV1bX5C7/Y2QMs8f40xhhjTHI8AUwX4TRVZiU7mAOFKttwiby3RKgKXAx0ByYAf4kwGggCX6vmb+qbMeaAIMAmr39ddnZn+nuE+PJmbXDTZyfmJRhV/curyLsIt7hPnliFnjGmwIjIiyLyG3AkMFFElse57xUROS/T82NxDUJHZx5fVbcBVwEfeucfCTyYW1yq+qWqjs5m3x+4yr/1qrrd2zwbt3KaVed5VHW5qjZU1eW5H22MMcaYBJkJzAFuT3YgBypV1qnyrCotcFOYn8U1pZ8NrBDhIRHqJzVIY8z++ho43vteCdADKIErTtiaeYaZiBwtIhX383pXAiNUNZLbgSJynIj4vL+XA84BFubnoqJqNyCMMcbkzHvTKYnrKRHN7XhjjDHGJIYIXYAxwHGq/JTseIoDEQQ4EbdK7iW4di0LcFPvRqpS5GZseH0A6wJlcBVE6cAGYJUquSYVTNGWze93I7DSfr/xEZELgEdwSbxJwHW4Ka6HAUNxrZz8uP9v0lR1rYgoUEFVN3tjbABOVtVVOVznUOB3oLGq/hJHXAOArkDIu/5YYKCqqoicDAyKd9qtJfSMMcbkSkQaAj8AjVR1cbLjMcYYYw5W3iq3PwFfqHJtsuMpbryfbxtccq8LcAiuHcs7wHuq/J2kuI4BLvb7aR0IcPyePRwR6zifj1BKCsvT05mvyifAOG/KsSnCRDgauMjvp00gQOM9e6gW6zjv97vC+/1OAD5WZWvhRntgEJFy3gwvROR84FFVLVbVt5bQM8YYkytL6BljjDFFhwi9gaeAmqrkuqKiyR8RUoGzccm9c3H9tybgknufqLIrwdcvBVxbogRXpqfTqEIFwp06EWjYEBo0gHr1oFw58PshFII//4SlS91j7lwi06fjUyUswoRIhKdVmZLIeE3eeP99XVOiBFelp9P40EMJd+qEv3FjpH599/s95JC9v99169zvdskS+PZbIlOn/vP7/TQS4RlVvkz2aypKRORuXCWcH9gK9FHV75IbVcGyhJ4xxphcWULPGGOMKTpEKI3rAfycKvcnO56DgQjlgQtwi2mcAWwD3sctpjG5IKdBelWCl6ak8IgIlS+9FH/XrtC2LQTysKzlxo3wwQcwYgSRWbPwBwJMCoe5XTV//bryQkRScYvXNQB2AeuB6zP6MXurgg7AJUv3ABtUtV02Y50LPIlLzCwCeqnq1tz2ZRnjPqAb7vfWVVVXe9tHAC+raqEtMuP9frunpPCoCIf36IF064a0a5f33++HH8IbbxCZMQN/IMCX3u93QcKCP0iJyDz2XRxjsap2z+b4E4ARMXa9oapDCiwuS+gZY4zJjSX0jDHGmKJFhIFAH6CGKjuTHc/BRIRquMqf7kBT4E/cYm7vAPNyXSlXxA+0AzoCFYEwsAIYK6impPBeOEyTK6+EgQORajEnX+bNF1/ArbcSXrQIP666825VQvs/cmxeQu8M4FOvN1gfoIuqtvX298VNbe6mqukicriq/hljnLK4n00bVV0mIsOAXap6R077soxxCDAXl1zsDhyvqreLyJnABap6Q4J+DPsQobb3+z3x8svd7/fII/d/3MmT4bbbCC9YQAAYAvRXJX3/RzZFmSX0jDHG5MpbIWoK0E5Vf0x2PMYYY8zBToQqwGrgdlWGJzueg5UIx+KqzLrjFjH4GVe1944qP2c52A/0A24BKmcdazLtuCAwLlqjXikdPcbnb9iwYGONRuHVV+HGG4lEInwVDtNZlU0Fe5XYvGb/Y1W1tvf8N+AMVc1xYRcRuQi4UlU7es8bAJ+r6pE57csyRhnge6ARcDluYYSHgM+Ac2NV9CWCCG0DAT4++mhKjRlDoHHjgh0/GoU33oDrrycSiTAnHOb/VNlYsFcpXDJQSgEtgQpAKrAdWAPM1wHZJ7NE5BjgDaASsAVXuRmzKEFErgT6Az5gMnCDqoZy25dljKnAqcCRqrre23YUsBz4WFXPF5EpwKuq+ra3/17gXqC8qu72ti0DeqtqXNOnLaFnjDHGGGOMMQcgEV4AzgTq2cqXyeWtlNsMl9jrBlTBVYUFgVGKbAHeBc6Jdf4EOtFZPubC/woj3vRTqlTiYv3+e+jYkfDGjawIhWihyubEXc0RkbeATara16uY2wjcjVt4BGCwqo6Ocd5tQD1VvdZ7Xho3bbYk0De7faoazjLODcA1uGrKy4A7gBmq+lGBv9gYRDjL52N858743n4bX+nSibvWokXQsSOhv/5idSjEKclayCW/ZKCkAh194usqyPkRjaQC+MSnUY0KQIov5fdQNPQObsXvb7Mm90RkMvCmqo4QkS7AnarabJ9ridQBZgEnAeuAj4CJqjo8p30xxpkKlAVGqupT3raHgLOAtV5C736gpqpe5e3/EreKcX9VnSoiRwAryZTgy40vnoOMMcYYY4wxxhQ5g4E6uN5uJolUUVXmqNIXqI77Ir8UeBBYO5wbfiCbZN5SjqOb/10uSfMxcnRik3kATZrAnDkEypenbiDAGK+nW8J4ixMcDdzlbQp4j1Kq2hw3fXmIiDRJVAyq+pyqnuBV8x3pPT4TkeEi8q6I3JSoa4twbCDA2K5d8Y0dm9hkHkDjxjBnDikVK1I7EGCsyD6934osGSjNU3wpPwIfNK/evMvQjkNTV9+8mtB9IcL3hWXXPbuYd/U8bmlxS7Xq5arfDMz1i/8DGSiH/TOGSBXgZOBtb9N7QA0ROTrGJbvw/+zdd5gUVdbA4d/pMEMekpIVBRFJBoKgIqArrCiKIkEUF8VdXROKqKisBBOGNeyy+BkXRAcjCiZUEDEgugYQQQFRMKAgGSRMh/P9cWuwZ+ientwTzvs89Qxdt+rWqWlgak7fe48bQferutFu/wecm4+2eKbhksWIiA/39zozpn0+0NNrT8P93/1o9j7v66L8JvPAEnrGGGPyQUTaiMhubyqDMcYYY8oAVVbiRo1c540QM2WAKmFV3lLlL8CBHVhy8XCmHhTv2K1kcEbgDdoencYjj/nwldJv6M2awSuvEBDhZODOkrqOiIwGzgZOVdVdAKq6GTd18inv9RrcSKj9RlDhir8cHPO6OfCLNwIvr7ZE8QRwRTSuBs4HflPVgcBZ3hTJYiVCrWCQ1zt0oMrjj+Mrrfe3SRN49VUCPh89gbtL56pFIxPkPEE+7HFwjyZrRq5h4YiFgSu6XMFBGQcR8AUQEaoEqtCxcUfuOuUufrzmx+Cc8+ZQv1r904K+4GKZsC9h14yYvwdeMu4HIN6/wYNwSxdkWxNzXF5t8fwI/CoixwK9gU8hx+jIj4HGItIM6Ap8AryLW08T7+s7efS/H0voGWOMyQ/BrVthvywYY4wxZcs9QBege6oDMftTZfcSjtpZnV1xR0ndw3VsqtqEmbODVKlSurEdeyxMnoxPhNEitC7u/kVkFG5E0ymqmnta7wxcURBEpC7u73C86rtzgGNEJDu+y3DVc5O1JXItkOkV4KgO+wqYqPe6uF2bns7Bs2cTKOmRl7l16gQPPYQP9OrJcsWliPRHpBduanKZIhOkH/DUtd2u9b857E3/wbUPTn6OCH1a9mHp35cG2h3YrmHAF/hIJkjtko82T08AI7ztidgGVc3CJa57etu7qroaaOoVkemJG8WXb5bQM8YYY4wxxphySpWFwEJgdKpjMQnFTeX8Rn0e9I/i+puCNGpU2iE5I0bA4S0jeqpvznuILELkTURuwK0flpAIIsJpXnGWOO3SFFdNtzYwX0QWi8jHMYfcCPxZRL4C3gPuUtVPvHMnisilAKq6A7gYeFlEvsVNlb01WVuCmFrgkiaPebueAk7yYlilqkvzuuekRHyI9EBkMiILfpWGn1b37xl7ww34mzQpUs+FNnw4tDs8LAuk10PAS7gRYBsQeRaRHqmJKieZIP6gL3jP2UecHb2n9z34JGeaas+ePRx//PH07NmTTp06MWPGjBztB1Q/gHkXzAtUDVStDYzCjZRr5I3GREQEN7LuhziXjzfK84d8tCXyMm66/ZFAvMIW83Ej8XrhRucBLAIG4qbqfxznnMTUm+xvm2222WabbYk2oC3uk8u2qY7FNttss80222zLuYGeBaqgR6Q6FtvibNBJvTcodruZW/WAOlm6Y4cW2sKFC7VXr15ao0YNzcjI0G7dumkkEilQH88+qypEdAWH5Y7xNYWG8e4JdIB3WBj0OdAeoFLi38uyukFvhbWx379xjNO6tbJ027YCvR2qqtqmTRutXr36vq1q1aoK6MyZMwvc14svupCW0zr3+xtVuDXV3zvGM0TGiy7bsCxu/NFoVLOyslRVdevWrdq0adO4x9224Db1T/D/znjqecmy4aoKbi28T+NeGw4F1gENcTORZgNXJGuL08+7QH/vz2cDf/b+PBx4Oea4brik4Hcx+/4GrMRVaC7Q985G6BljjMkPBfbwx7QEY4wxxpQds4FVuOmEpqxR/RR4K/fuN4JnMPi8IDVqFK7bjz76iFNPPZXhw4ezfv16Nm7cyP33348bkJR/AwZAreoR3qRP7qa+wMfELyaQ5n3144qyvAusEuFqEeoW7E7KOZERwBvkWl/tjeAZDBoapFatgne5bNkydu7cuW+bNGkS9erV49RTTy1wX/37Q91aIea4Gc45IgfG4tY5TJk0f9qogW0GRtscEH+pbhEhGAwCsHPnTjp06BD3uKuOvYqqwappuMIUlwCXiMhKYAxwYUx/j4nIGQCq+h0wDjcV9lvgN+DhZG15UdWZqjonQfP/gDq49fOyLQAOo4Dr54FNuTXGGJMPqrpcVauq6vJUx2KMMcaYnFSJ4KY3DhOhYarjMXHdAOzIfrGNWiwOt6NHESY9Xn/99YwYMYILLriAatWqEQgEOPbYYwuc0PP74YTuwgLpGa/5IODBBKdmf9CbvT5gC1zBiV9EmCZC1wpfrEWkETCZXLmVHdTgs/CRRXp/Yz300EOMGDGCKoVYaNHng+4n+lggvRIdciMihUg7JicifhGpJiJ1RKSRiDQXkdYicpSIHCsiPQhzWOcmnfPMTW3bto0TTzyRDh06cNZZ8Yt610yvSat6raJAM1VdoardVLWVqnbSmOnUqnqxqs6Oef2oqrbwthGqGspPWyxV7amqL8fZP1VV+8e8DqtqTVUdErNvhaqKqk7K63sQT7kpX2yMMcYYY4wxJqEnceuHXQncnOJYTG6qi701y54DWn5CF6Lq44QTCtfdrl27WLhwId26daNLly6sXr2a5s2bc9NNNzFgwIAC99e9Z4B/zesOcdMV9EXkWFTzs76X39vOBS4Alovwb+Bp1T8SmhXIjbjCcTl8Sici6i/0+xvrnXfeYeXKlVx66aWF7qN7Tz93v3lCove37jPwwLkiH+LuJT3X13j78tuWNOekWYpf/Hkek5GRwXvvvcdvv/1Gp06dGDhwIBkZGfsdF/QFJT/XrCgqzY0aY4wpPBE5HG8RV1Vdkep4jDHGGJOTKrtFmAxcLcKdquxMdUwmF9UvEDkS6P8Nra8GOh8Yt6REcps3byYajTJt2jReffVVjj76aGbPns2QIUNYsGAB3bp1K1B/DRrAlkjiQVpf03pwG8nxd6ppki6D3tcjgP8AD4hwB/BigQIr43ZR5dSq7Nlv/xbqAO77WlRTpkzhz3/+M4cckmedkjw1aABbwjUTtq9wydeBuCV29gB7E3zN3rYmaMvrvLhtUkUWfLv528MTxZaVlUUwGEREqF69Ounp6XFHKoajYb7b8h3Ahvx9V8o/S+gZY4zJjwDQCPu5YYwxxpRlU3DrRV0E/CvFsZh4VHcBmVcJERF9pqDTY7PVrOmSM8OHD6dz584AnH322fTq1YuXX365wAk9EYjmsSLXdIZdA1xTiFDF29KBCd5WYXzPIbTh6/32qzfTuJBv7z7r1q1j1qxZvPzyfrM5CyTZ+zsORo5T/U+RLlJIMkEee/yLxyfd0uMWf4Ma+2dAV6xYweWXX47P52Pv3r1MnDiR9PT0/Y57+sun2bhrox+YsV9jBWW/mBljTIqJyGHANKA+sA1XkWlZgmNH4B7UfbiFUy/LXsshr7ZcfTwMHIdb2PUsVd3mlXN/HVe5aXUx36IxxhhjSoEqG0X4L3CNCFNUCac6JpPQdlVh82aoV6/gJ2dkZNCiRYsCr5eXyMaNkOHfCdH47Z34dAQQO+W2L3AXJFwjL4p7Jt0KPIMbmfdLsQRbhtRl821A/9z7a7EdgE2bijZK75FHHqFZs2aFKoYRa9/7G/9/hG1AZpEuUDRTohodc9eHd9W7r899+zW2b9+e9957L88OQpEQt7x7Swh4SsfptyUUZ9lT1BLDttlmm222FW3DJd+Ge38+B/hfguMOYf/S6Zcna8vVRzvgHe/Pt/BHWfa/AtfnEWNb3MLHbVP9/bLNNttss822ktpwlUi/BBYD7wNHe/vrefuyt5W4X43rJujnBmC5d+wioEucYyZ4P1uPStBHX+Arb+sTs/8i4KbE96AtQCOgQ1L9/bQt8XYt97QE1dmztdAeeOABbdCggX7xxRcaiUR01qxZmp6erosWLSpwX2f3D+vpvldVId72fu74Qc8FjcY5PMv7Oh90AGiwJL5/ZWaDFgqh3N+EzdRWIaIzZxb4rdgnFApp48aNddKkSYXvxDPonIj+2fdmovd3bL7utQQ3xnOVf4I/MmPpjALfWygS0mEzh0VlvIQYzyGpvpfS3KzKrTHGpJCIHAh0Ap7ydr0INBORlnEOPweYraq/qqoC/4dbcDhZW6wQkC4iPqA6kCWuOte5wP4fiRljjDGVyyBV7aCqR+F+Lk4FUNVNqnpU9gY8AryhqptzdyAiRwGX4ZJ4R+EqYE7OdUwXoDOwNo9YJuKSen2B273zGgDDgLsTnaTKamAmcF2FrzBaHokIImPu5bplbYMrWbCg8F2NHDmSkSNH0q9fPzIyMhg/fjzPPvssxx57bIH6UYX35kfpEZ0fr3kLcFWCU7P/fkVxyeltuIq4rVTppcqLqgnKMFQUbmbL+Ny767CVDsGvi/T+zpo1i02bNjFixIjCd4J7fxe8E6ZH9J14zffj/f+SYpMjGvnX0BeHctO8mwhF8vfX5sdtP3LStJPCmUszsxTtp+P0+xKOs0yxhJ4xxqRWM+AXVQ0DeMm4H4CD4hx7EDkf/NfEHJdX2z7qClrMBz4HDsUlEu8HrsuOIYGvgWreV2OMMaZCUtWtMS8zcEmKeEYAjyfqBlcQoLr3ujbwU3ajiFTDJfguSRJOCPeztzqQ5e27H7ghyc9sgHuBY4CeSY4zpe9x4E4grXfoVZ57Oou9ewvf2Y033siPP/7Ijh07+PzzzznzzDML3Mdbb8HGbUFO4e3cTYuB41D9IkkXn+ASzQ1VuU6VVQUOojxTvR24EHIWoukdeo0XZmSxZ/+aGfkyYMAA9uzZQ/369YsU3jvvwPrNabHvbxbwGnAaqqPcELnU0nEaBUYpeundH969t9n9zUKj3hzFop8W7RfertAuXlj+AgOfGxht+e+WkUU/LfohopHjdJzOSU30qSNl4L0zxphKS0Q6ApmqenjMvk+AMar6Tq5j/w2sU9U7vddtgDmqelBebUmufyZwAjAJ9/BfC3hOVZ8ttps0xhhjyhEReRLo5b3sq6pLc7UfhxsB1zRRYk1ErsNNqd2Mq+R4oqr+7LVNBj5T1f+KyBqgv6oujtNHd9zPZnDFCOoCJ6tqvgoTiPAesFOVvvk53pQCkVNw07oB+IFmHOZbzf3/DnLZZakJSRW6HBPWWks/2D0v0mszsB23HMyzwIeJkj0ipOGmf3+oytJ4x1Q6IjWBM4BBQNsfaFatlW91o7vvD3JVojGOJUwVuh6rkV+/WPf12nDTSbhRlB+Q88OLMkUmSAvgwjR/2vlZkayD61WtF2pYo6FWCVRhR9YOXbt1bWBvZK8v6At+EIqGMoHpOk5/T3XcqWAJPWOMSSFvyu23uDV4wl5xil+AE1RzLujq/XLQQlUv9V73xa2hc0JebXlcuxbu07k+wI3AatyIvSVAJ1XdHXNsS2AWcGbuuIwxxpiKSET+AgxW1b659j8ObFLV6xOcdwhugfkBqrpORK4Ahng/r08BrlLVft6xa0iQ0MvVZ01c8ao/49a9PR5YD4xS1az459APt6Zue1W+yu99mxIk8iGuMNk+V/BvXjrgEpavCpKRUfohvfginHMOAJ1V+bT0I6jYRHigfn0uX7mSQJ06pX/9WbOgvyvZ0VU1R1GTMk8miABHAr2BOkAV3CjIn4BZOk5/TWF4ZYIl9IwxJsVE5F1gqqpOFZFzcKPzOsU57lDgA9wUmvW4BNtbqjo5r7Y8rjsFeElV3xaR+3CJvKdw02o7q+q2mGPb4hblbqcJKvAaY4wxFY2I7MaNxNvkva6B++Cts6p+k+Cc0UArVf2b97o67pfQdNyovQtg37piTYENwCWq+koecfwb9yHcKuAxVe0lIhOANar63/jn4AOWAYtUubBgd26KnfvQNgT4Y3f/SgOOCnxFx5NrM/u1AH5//NNLwjffQKdORPbsYXo4bH9HSoIIBwYCfNWrF3Vffx1/IFB61161Cjp2JLxrF8+Gw5xfelc2pcXW0DPGmNS7BLhERFYCY+CPByoReUxEzgBQ1e+AccCHuFF9vwEPJ2uLR0SOB6qqavZiGv8BLgeWAtNjk3nGGGNMZSAitUWkcczr/sAm3LTZbIOBJYmSeZ7vgOO95B/A6cBKVc1S1RtVtYmqNlfV5riRJn2TJPO6AhmqOge3nl72iIwoUCPReapEgX8C54nQJI94TenZbzRNQ9bzUrgfc99WbhxTeoNttmyB004jlJXFkkiEv5fahSsZVTaEw5w+bx7R6+OO6S0Z27ZB376E9+xhWSTCX0vvyqY02Qg9Y4wxSdkIPWOMMRWdiBwMPA9UxSXLfgNGx06HFZGFwKO5R8WJyETcWrb/5y2fcQdwFm79vN+BK1X1szjXXEMeU25FJAjMBc5R1d+8fY8BXYGNwFmquiXxPVEFVyhrqipj8vN9MCVI5B3+WJ8xh2lcwHCmcc3Vyj33SomO1PvhB+jTh/Dq1WwKhThGlXUldzUDIMJ5wFNXXIE+8ABSku/vTz+593flSraEwxyj+kdRHlOxWELPGGNMUpbQM8YYY8onEW4CrgeaqbIj1fFUViLIOMZfP54JkxIdM4MhDPc9SffuwlPPBGjYsPjjeOMNOPdcwrt2sToUorcqPxT/VUw8Igz2+Zh+wgn4ZszA37hx8nMK6q23YMgQwjt38r33/q4p/quYssKm3BpjjMmPlUAT76sxxhhjyo//AwJg0+5SRYSTgI8mMH5SJucmLC52Ls/wYbQbqz/8hcMODTNhAuzcWTwxfPUVnHYakb59YedOZoZCdLZkXulS5dlolK4ffcTPLVoQGTcOdhRTiv3rr6FfPyJ9+sD27bwcCtHJknkVn43QM8YYY4wxxpgKTIQHcVOAW6juK8hhSpgIXYHbgZOAt4CxqvwPkUuAe4CaBswvxAAAIABJREFU8c7bSXUdzb1fPu6/pFVGbQleeSWBwYOhdeuCXT8UgnnzYPp0dMYMCARYHgpxLfCW6v7r+ZnSIUI14Gq/n5syMki/8koCgwZBmzYF6ycUgnfece9vZiYEAnzjvb9z7P2tHCyhZ4wxJikROQSYDgxT1e9THY8xxhhj8k+E5sBq4AJVnk5xOBWeCB2AW4EzgIXAzaq8m+ugKkBf4BzgUNwoyk3A68DzqK4T4QBgTDDI8FCIukccQahfP4Jt2rjkT6tWULMm+HwQDsP69bB8uRut9dln6EsvEdmxg0BaGouzsrgPeNorlmLKABHqAzcEg1wYClHv8MPd+9uuHRxxBBx+eM73d8MG9/4uXw5ffAEzZxLevp1AWhpLsrJ4AJiuSiTV92VKjyX0jDHGJGVr6BljjDHlmwjPAK2Bo4t79I6IXAg8gSvS8bK3779AR1yBkRAwRlXnJTj/dOBewA8sBYar6nYR6QPcFXPogcCvqnpMnD4uAkbjCpGMUNXPvf0TgW9UNbNYbjYPIhwGTACGAEuAm4E3ivr9FsEPdAcGpafTKxSiZTRKIKad2F/rg0G2ifBVVhazgBdUsQ9jyzDv/T0eGJyezkmhEC2iUYIx7fHe32VZWcwGnlflu1IP2pQJltAzxhiTlCX0jDHGmPJNhI7Ap8Apqswtvn6lOZAJCHBXTEKvtqpu9f58NDAPqK+q0Vzn18CNHuyhqt+IyGRgt6peF+darwLzVfWfcdq+B9rhkohXqeo53vPL7arav7juNx4RmgH/AC7y7uUfuERaiYyGEyEAHAIcBlTDje7Lwo3wW67KbyVxXVM6vARf9vtbHXt/TQKB5IcYY4wxxhhjjCnPVPlMhPnAdVA8CT0R8QGPAVcCOZJs2ck8T0Ye3ZwKfKGq33ivp+DWm8uR0BORxsDJuKRZPBGgCi4BkuXFdj8lWAxEhAOBG4G/A+u9a01XJVxS1wTw+l/lbaaC8abNfuttxiRkCT1jjDHGGGOMqRzuBV4T4UhVlhRDf6OAD1X1MxHZr1FEJgEDgTrAgNyj8zwHAWtjXq8BGolIQFVjE2PDgddVdUOCWK4H3gZ2AJcAlwGvqeraBMcXmgi1gWuBa4DfccnHR1TZW9zXMsaYRHypDsAYY0y5sBo3jWV1qgMxxhhjTKG9ASzDJaOKRETaAQOA2xIdo6pjVLUFMAi4W0TSCnktwY3MezyPa81U1WNUtQcuyXYmMFlE7hCRZ0Xk9sJcO2ccVBdhDPAdcAXu3g9V5d+WzDPGlDZL6BljjElKVfeo6jJV3ZPqWIwxxhhTOF5xhnuBc71134qiO9AcWCUia4CuwCMi8vf9r6tzgZpA+zj9/AAcHPO6OfBLrtF5PXDTad/MZ2wP4kYP9gQaq+pgoKmI9Mrn+TmIkC7CFbgPNsfipgUfosokVX4vTJ/GGFNUltAzxhiTlIgcLCKviMjByY82xhhjTBk2AzeC7U1v6mihqOpDqtpIVZuranNgEfA3VX1IRIIi0jL7WBHpgqtQG68a5xzgGBFp7b2+DHgm1zEjgKmqGkkWl4gMBr5W1aW49fSyq0BGgRr5v0NXfEKEC4GVuDUCZ+BG5I1VZWveZxtjTMmyhJ4xxpj8qAGcTgEfhI0xxhhTtnhTQwU4AlgqwtElcJkgME1EvhKRxbjiFOeo6hYAEZkoIpe6eHQHcDHwsoh8CzQFbs3uSEQygLOBJ5JdVETqAJfHnD8HqCciXwJ1vddJieATYSDwFfAorkjHYapco0qiNfyMMaZUiaomP8oYY0ylJiJtcQ+17VR1WarjMcYYY0zhiBCEfUm9KK467BXAo96U3EpLBMFV3b0dOAo3Im+cqlWTNcaUPTZCzxhjjDHGGGMqj4NxyTxwvw8GgYeBp0Qq70h8EU4E3gdeA34EjlJlqCXzjDFllSX0jDHGGGOMMabyODTB/kHA5yK0Kc1gUk2ETiK8CSwAsoBuqpyhypIUh2aMMXmyhJ4xxpj8WIOrZrcmtWEYY4wxpohaAOE4+wPAIbik3nmlG1LpE6GNCC8C/wNqA39S5SRVFqU4NGOMyRdL6BljjElKVX9X1Q9U9fdUx2KMMcaYIjkUt3ZePAEgHTf99mERqpReWKVDhENFeBK3NnAroD/QVZV5qY3MGGMKxhJ6xhhjkhKRpiLypIg0TXUsxhhjjCmSFkBaPo67GPhEhKolHE+pEKGxCFOAFcBxwPm4dfJmVfZiIMaY8skSesYYY/IjAxjmfTXGGGNM+dU6H8eEcL8rHoiriFtuiVBfhHuA1cAZwOXAEapkqhJJbXTGGFN4gVQHYIwxxhhjjDGm5IkguCq38Siu+u1KYCYwG/hENeH03DJNhFrANcC1uKTkTcBDquxJaWDGGFNMLKFnjDHGGGOMMZVDfaCa9+cw4AciwCrgcOBEVT5IUWzFwpsifDkwBggCdwMPqrIjpYEZY0wxs4SeMcYYY4wxxlQOQWA7bjTeK7hReG8Cu4HvgQFQPhN6IqQBFwH/AOoA/wLuVmVzSgMzxpgSIqq2/qcxxpj4RKQ9MAjoBDQGfgLeA55T1e9TGZsxxhhjCk6EusC23OvHiTAaGA80U2VLKmIrDBH8wFC82IGHgTtU+SWVcRljTEmzhJ4xxpj9iMiRwH+Bo/M4bB4wQlXXlk5UxhhjjCkpf5NHDtxOre+v455vO/J5FDeabwvwNvAsqitSGyGIkI4r1NHA+9oL6Isr9PEkMEGVNSkL0BhjSpEl9IwxxuQgIn1wi2FXS3YssAHorapLSjYqY4wxxpQYkeHAg0CtPI56ExiO6q8lEwKtgbbkTNg1xM0QaIhb/696nFPnAlep8nVJxGWMMWWVJfSMMcbsIyJVge9wD8759ZmqdiqhkIwxxhhTkkQmALfk8+i1QE9U1xRvCAjwA9AUV6wjAvhwowQTUWAx0Dn39GFjjKkMfKkOwBhjTJlyGQVL5gF0FJH+JRGMMcYYY0qQSAdcEYn8OhhXNbZYqaLANCCKK9yYTvJk3nagnyXzjDGVlVW5NcYYE6u3+1IFOBxoA7QCauKeq7OArcA3wHLgWyAEcArwcmkHa4wxxpgiGQdIosa9pLGSViynDSs4nG1kECI4cLasmbaW5quBFbgHgpWq7C2GWI4FepL891QBzlfl5yJe0xhjyi1L6BljjAFAhCYwsXkg0JtwuDPgw+eLctBBIWrXhkBACIWUjRth3bo0VAWRMD7fu0QiH7UVoa4qm1N9H8YYY4zJt+65d6znQGZyNs8FhvJ+5Dgi6scnUQ5pGqJuXQgGhXoh/1DdQvTHHwmqIiJE09JYGAqRCcxUZX3cq4mkoZoVr0mViAiDgSVAI8CfIOYI8B9VXi3UHRtjTAVha+gZY0wlJ8LRgQB3hcOcUq1aRPv3FznjDB/t20PLlpCWtv85u3fDihWwZAm8+GKEOXNEw2Ff1OfjhUiEm1T5rvTvxBhjjDEFIrIBOABgOUdws28Ss/V0qqRFOb2fcEZ/Px06wGGHQZUq+5++Zw+sWgVffgmzZhGdPRvNysLn9/NKOMwYRX4BBgADcSPv0nHTapcCzwPPoLr6j3BoCNwHnJsg4jBumkCnYhgRaIwx5Zol9IwxppIS4WCfjzujUc496ijCt9xC4NRT4z+wJ7N9O7z0EkyYQGjtWnzRKP8BJqqyqdgDN8YYY0zxEJn5Cw3PuoVbeUIuok2rCDePD9KvH1SPV082id9/h1decc8DK1ZoYBjT90zSG6o2ImFh3DAwQdD/ANcBI4FtZFfU3d8e4ChVVhQ8OmOMqVgsoWeMMZWQCP0DAaY3aUL63XcTHDgQJOEKOvkXCsFjj8HYsYR37GBTKMTZqiwses/GGGOMKW4D5fm/Lgic/Eh6vZrcdleQ888Hf6KJrgUQicD06fCPMSH2btpBZngQf2JewuMnc3nWlUzeCUzCTafdJcIDwJXkLOR4oSpTix6hMcaUf5bQM8aYSkQEAa4HJl10ETp5MlK1avFfZ9MmOP98Im+9hUajXKDKjOK/ijHGGGMKS4RLRZhyzoAojz3uk1q1iv8a27fDxRdGePEl4T96GZfycNzjooguomu343ThxzHxBYF3gS7erheAoV5FXGOMqfQsoWeMMZWICFeJ8OB998HVV5fstSIRGD0aHngABc5U5ZWSvaIxxhhj8kOEC4Bp48bBuHHFM0o/EVWYMMFtTzKMYTyV6NCnUT0/V5wNgC9xU23bq7K95CI1xpjyxRJ6xhhTSYhwighv3n47cuONpXNNVRgxAn3ySfZEInRWZVnpXNkYY4wx8YjQ1efj/VGjCNxzT+ldd/S1yuQHQiyIdudYPol3yBJUj8q9U4QqQFSVuNVxjTGmsrKEnjHGVAIiNAoEWDFgANVnzMBXkp/E57Z3L/ToQfjzz/k5FKK1KntK7+rGGGOMySZC7UCAVSedRJ3XX8dfHOvl5VckAqefGmbJ/M0sD7eiNttyH/IJqseWXkTGGFO++ZIfYowxpgK4sW5dqj7xROkm8wDS0+GFFwgAzQ5k/dWINEOkTulGYYwxxlRiIvUQaVabLTdWqUKdGTNKN5kHrtjG088E2JVehweIu+7HrNKNyBhjyjdL6BljTAUnQjOfj7/fcguBatVSE0PTpnD55fgk4L9zF1V/ADYjsgyR8YgcmpqojDHGmDIiU6qRKf8hU24gUw4slj5FWiNyOyKrgI2bqfNDxJ92/fXX469bt1iuUGB168K1NwS53z+azeT4bG8j8K/URGWMMeWTJfSMMaaiEqmJSK+ufHTPAfWiXHxx0bs866yzEBHmzp1b4HPHjIEt1OE5BmXvagOMA5YhcmnRozPGGGPKrUOBy4A7gHVkyrNkSg8yCzmuXuQGYClwE9ASYBp/wVcljZEjC97dhAkTaNGiBRkZGdSvX58+ffqwePHiQoU2ciRIlXSm8ZfsXTuBIajuLFSHxhhTSVlCzxhjKhqRvoi8BGwA3vEHZPDp/SSQnl60bp988kl27dpV6PMbNIBuXaK8S8/cTVWAhxC5sgjhGWOMMRWBD/ADZwPvAqvIlJFkFmCpCpFbgElAIHb3fN/JnHSyj1q1Ch7UkCFD+PTTT9m2bRvr1q2jd+/e9OnTh0gkUuC+atWCXif5eNd3Mrh77ITqvIJHZYwxlZsl9IwxpqIQ8SPyEPAa0B+osouqfBLpSI+eRVs476effmLs2LE8+uijReqnx5+CLAiekqh5AiIZRbqAMcYYUzFkJ+NaAP8EfiVTppIpx+Y5ak+kEbBfLfsIPt739aDHSYVbOO/www+nTh2XU1RV/H4/GzZsYPPmzYXqr8dJfub4+u4U9GRUVxSqE2OMqeQsoWeMMRXHPUCOqasraUVIg3TsWPhOVZWLLrqIsWPHctBBBxUpwE6dYE2oCTuoEa+5DnBJkS5gjDHGVDx+IA0YCiwClpIpl5ApNeMcOxI38j2Hn2nC1nBNOnUqfBCvvfYatWvXpkqVKowaNYprrrmGAw44oFB9de4MWWFfDaBp4SMyxpjKLZD8EGOMMWWeSDPg8ty7f6c6QKGm12R76KGHUFX+9re/Fb4TT03vV49dVKMmcZbKqU0XMqVtkS9kjDHGlC8t8nFM0PvaFvg/4G9kygU5jqjBMfF+vBbH88Bpp53G1q1b2bx5M9OmTaNp08Ln4mr+kYpMUbkuY4wp/yyhZ0wpE5G3gIZAFNgBXKWqXyRry9WHD7gb+DPu3/GHwN9VNctrPwj4D9AKiAAPqeq/4/TzD2CId63BqrrW2z8VeFRVPyy+Ozcl7BLcp/c5BAkBEAoVrtPVq1dz6623smjRoqLEtk92HNlx7edYBgADiuVixhhjTMV2DPBVjj1H4p4Kcynq80CsunXrMnLkSOrUqUOrVq048sgjC9xHTBzFEJExxlROltAzpvQNUtWtACJyFjAV9/iVrC3WCNxD3DG4B6FHcFMs7hERAV4CJqnq815fDXJ3ICK1gPNxlUbPA64ERovIKcAuS+aVbSIEgQZAY6Dxx3Tu1YX/7XdcI34B4Pvv4ZBDCn6d999/n02bNtEx15zdAQMGMHjwYB555JEC9bdmDVT17aFWdHv8A3YxFPiy4JEaY4wx5VpL4OU82rOrT8wFnoE4P/QBdnIiMCX37gPZgBDl++99HHNMESMFotEooVCIVatWFSqh9/33IIKq8lvRozHGmMrJEnrGlLLshJ0nA9D8tOVyJDA3ZkTeG8B43BpqJwN7s5N5Xr/r4/QRwa3JEgSqA1kiUg34B3B6we7KFBcR/MABeIm6PLYDgX2LYn/ACXviJfSa8RMHB9fx3nuNOemkgsczaNAg/vSnP+Xss1kzHn74YXr37l3g/ha8G+U4WUSAuFXx3uA9nVHwKI0xxphyLn6hi+xntZ+BycB/GRr3me4PQ1mGyAVA19jdtdjBUcFlLFjQngGFGAf/4IMPMmTIEBo0aMBvv/3GzTffTFpaGscff3zBOwMWLIBgkK/27iXBJ3zGGGOSsYSeMSkgIk8CvbyXffPbFuMz4BIRmQzsBgYBzb22NsBvIvIMcDiwBrhWVb+L7UBVfxeR+3CLK/8K/AWYCPxTVe3hqpiJIEA9kifqGuIe3rNtB9bFbMtyvV4H/DKK+5sBX+c6F4AeobeZ//ZQxo8P5m5Kqlq1alSrtv/yNvXr16du3boF6isahXfnhrkkMi9e85fARQUO0BhjjKl4wrif53NwS6i8xVCN+0lYAucCC4FGsTt7hOYy983DUU0jjzq5cb399tvccccd7Ny5k1q1atG5c2fmzp1Lo0aNkp+ciyq89RahrCzmFvhkY4wx+4hqogFAxpiSJiJ/wa1dt1/iLkmbAOOAM3EJvbnAFapaV0RGAROArqq6TEQuBS5W1TzrmolIR+A6XGLvPtwIsPdV9V9FuskKzkvUZZA8UdeInGvc7cZ94p47OZcjUacab2nrhME8Clyce/ds+nEms/nsM4plmk1hvfACDBwIS2lHO5Zl796Mm1o+FtXdKQvOmApGRNYAe3H/1wDcqarPem3pwD+BPsAeYImqnh+nj5OASUAN3Ijx14Axqhr12rN/ZviAFcCFuUaaZ/dzETDai2eEqn7u7Z8IfKOqmcV028aUX5mS/cHcbtyU2ccYqj8Wuj+RJUCH2F0fcDzd+YB58yjUqP3iMm8eeIP/T1CNt+KfMcaY/LCEnjEpJiK7gaaquqkgbbmOGwJcrqrdReQcXDGNE7226riiF+mqGnfhYREJAG/jPtE9DWimquNFZD7ul6/v4p1X0YlQg+SJusZA1ZjTssg7SZe9bVdNOKW6sAGnA9OBgbG7Fegc+IJGp7TjlddTMzA7EoG2baKRjG8/W/VxtMscYCdu2e65qIZTEpQxFZiX0OuvqovjtN2Pm6VxlaqqiDRU1V/jHHc0sE1VvxORKrgPjx5T1aneeqsPAseq6g4RGQs0UtX9qm2LyPdAO6Cjd81zRKQtcLuq9i++uzamnMuU+sA2hsZ/Xss3VzwtTMzSHNlO8c9jV8fufLAoWOBResVBFbp1jUY++9y3IBTi5NKPwBhjKg6bcmtMKRKR2kA1VV3nve4PbAI259UWp58qQFVV3SIi9YExuLXvAN4A7haRJqr6M27a7teJknmea4FMVf3VSwBmJ5oUt75ehSJCVdyIuWSJupoxp0WAX/gjIbcUeJP9E3Wbiz1Rl1+qe4FBiAwD/gocD/gEmBi+idPeeJ1XX4XTU7BC4uTJsGKlzwedz0b169KPwBgD+z7kGYH7sEgB4iXzvP1fxPx5j4gs5o/lHY4EPlDVHd7r14F3gf0Serj/P6vwx3qtPuB+3P9TxphsQ3VjMfWkuITefmttTIzczHGffMT06XDBBcV0tQKYPh0+/sTnn8YFq+HJ0g/AGGMqEBuhZ0wpEpGDgedxI7qiwG/AaFVdnFebd+5jwGxVne1VrX3XO84HPKiq/xdznd7A3bhPZrfhRu8tTRBTC9xCy329kRp1cVVy6wEfquolxfxtKDEipOHWoEuWqKsTc5oC60k+om6javxKDmWWSGPgOKBGBN+uRr71g3+vUv/MTz/Ff8QRpRfGvHnQuzcajfIPVW4vvSsbU3l5I/S2434OfIKbKvubiHQAZuOqZP4JN71vvKrGXdwypr+GwGLgdFX9VER6AY/j/o9ZD9wLjALqqermXOeeDYzFjRa/xLuuX1UfLKbbNcbEECH9Ow754BDWxF1uZRT/ZEpwJO9/6Kdz59KL65NP4MQTIlweeoB/MhpgAqrjSy8CY4ypWCyhZ4wp80QI4Nb0S5aoOyDXqRtJnqhbr0qlmPLZXNakpweiayONmzZYsDCNJk1K/ppffQXHH0/49995KRJhcMpGLxpTyYjIQar6g4gEgduA9qraV0SOwRVW+ouqPulNq30baJugIjoiUguYB8xQ1fti9l+GK2YTwX0QdCeQkVdhJRFpBjwB/Bm4FWgBfKuqNxf9ro2pvLw1fY8GLgSGHs3ndT6nY9xJtWH8nOabw9J6PXj/oyAtWpR8fKtXQ/duITpsepdXo6dmV7vfDRxKglHCxhhj8mYJPWNMyojgA+qTPFHXADcSMdtWkifqflVlb6ncSHkhMvBXGjzXM/ABO+sezOw3giVaJGPOHDjnHCJ79/JxOMwpquwquasZYxIRkUbASlWt6S3TsB5IU3VVM0Xkf8CNqrpfxUkRqYlbXuB1Vb0tj2t0BZ5X1WZJYpmJK+p0IDBMVYeLyDRgqqrOL+QtGlNpiXAgcB4ukdceWIUrNvWkIsOAO+Kdt4XanBxYwI81juClV4KccELJxfj++3D2GSGa7fyaeeEe1CFH7ZxbUb2l5K5ujDEVl62hZ+ISoRZwKG76pw+30P964EcbYWOS8T4lrkP+Kr/G/j/0Ozkrv85n/0TdL5YYKgS3ZtX4hqxnYbgLAzfN5Liu3bljkp8rroC0tKQ95NuOHXDbbXDPPeDz8VwkwkWq7Cm+Kxhj8uKtkxeMqTh7LvAFgKpuFJF5uAq3r4vIIcAhuOqaufupAcwB5sRL5olII1X9RUSqARNxSz3kFddg3JquS0XkDP5YrzWKq6RrjMkHb4mRvsBwXDGz3cCzwKXAR388q+udiHyDK2CTI9leh628Fz6Oc7c/F+nZ41T/uPHC6NFQNbbMVxHt2gX33gsTJ0Q5jTk8HT2XGvye+7BDiu+KxhhTudgIPZOdfGkPnBMIcLzPR/usrP2mLgLg97M7EGDl3r18hluD5037Rb3y8P6u1CR/lV/TY07dS85EXdxNlR2YkiHSCliR/TKCj1v5B5N8N9G4Mdx+dxqDB4PPl0cfSWRlwSOPwC23EN6xg73hMNcCj9iHAMaULhE5FHgR8OPW0PsOGKmqa2LaH8eNkI4CE1X1Ra8tdr3Wm4HxwLKY7p9X1du9Y5fiPvRLw1XYvlUTPFiKSB1gFtDbK7CRBryAK7LxPXBOkuJNxlR6IhyJS+Kdj/v3Ow83Gm9mnh92ighuvctzcAm0AK7w2hvfcPirR/DNpX4/t9Wvj+/22wkOHw5+f+HjDIdh2jQYd1MWWzZFmRAZyyjuwxf/cWAKcapjG2OMSc4SepWYCBnAVWlpDM/K4tAGDQj16UOwbVto0wZatoTq1d0v+FlZ8PPPsHw5fP01LFxI+JNPCPj97IpGeUmV+1T5PNX3ZApPhGrkL1EXW/U2TPKpr+uArZbUSTGR9sCXuXev5SBukVuZrufTvGmYQee5xN5RR4HEXXknp2gUPvwQnnsOnnmG0ObNSDTKv4A7VNlU/DdijDHGVB4i1AeG4hJ5R+MS9FOBJ1VZW4zXaSTCOOCvDRoQGTqU4KBB0KVL/p4HVOHjj+H55+G5p7P4ZYOfv+qjjGM8DYm7PGe2rqh+XEy3YYwxlYol9CohEdKBvwcCjK9ShRoXXYR/0CDo1q1go3N+/hleeAEef5zw0qUE/H6ejUS4SZXvSix4U2De+92I5Im6jJjTosCvJE/UbVIlWio3YorGrYO1jgTT2r6iLdP4C88Fz+OHUGMaH5BFu/Y+2nQI0Lo11K4NwaBL7m/c6BL7y5eGdfHSQHjrVoJpaXyblcVTwNTi/AXDGGOMqWxECOIKxwwH+uGWvnkOl8h7vyQ/JBWhFfCXRsGNI38J1a/eoO4fzwNHHAF16rhlOrKyYMsW73ngyxBfLVXWb06jZXANg0JPM5ypHMa3yS73Gqqnl9S9GGNMRWcJvUpGhKOCQV4Emo8cie/GG6Fu3aL1qeoSe9dfT2jtWkSVG4F/2oiskuU97DUgeaKuXq5TN5A8UbdB1ZUfMxWIyO3ATXkdosAndOEdTuJrjmB58ChWRFuyM1LNdUGU2oGdtJYV1AltWP06p03BTb1flle/xhhjjMmbCG1xxS3Oxz3jLQD+C7yoys7SjCUqvheXcOTZb3OK9zxwJN9EW7E98sfngrX8O2ntW0mb0BKO4GtO4W2OZMkOH1ozWf8rYeNOaHdMguraxhhjkrOEXiUiwmCfj+nduiFPP03g4IOLt/9QyC18O3YsKsLMSIRhquwu3qtUfCL4gQNInqg7ELc2UrYt5J2k+xlYr0pWqdyIKXvcGlYfA4cV9FQFIvjxE4n9S3cDqnkugm+MMcaYxESoCwzBJfI6AWv5Y0pt6ma9iNwHXJN7twJRfPiIkmAm7r+BPcAwoGGc9h8/ggU94ewseBcYqKpW7MwYYwrBEnqVhAgXAY9fcQV6//1IoATrG8+fD2eeSXjPHj4OhTjJEkiOV1CiLtCEvBN1DXELmWfbQfIRdb9Y8tTki8iB2+HlWtCtiD1tApqjWqojBowxxpjyToQAcAouiXcmEMEVifkvsKBMLGci0hxYCQQLcFYW0ArVtYj4gBOBzkA1YCewEFiEqorIscDrwDdAP1XdXIzRG2NMpWAJvUpAhO4+H/NvuAH/HXeUzjW//BK6diWyZw/TVLm4INNvRfABZwGLVVldclEWDy9RV4v+7BZfAAAgAElEQVT8FZRIizl1N/lL1FnlV1NsRKS6wMf9wP8CvB90a/M0yG7OZzcKXITq1BIJ0hhjjKmARGiNWxdvGO658APcaLznVdmeusgSEPknMKoAZ/wT1dH5716OAN4CtgF9VPXnAkZojDGVmiX0KjgRmgUCLDn1VGq9/DL+ghS9KKpZs6B/fxjBY7Me46/ZP6DXA6+g+kWi80Q4F8j0Xq4BZuE+wXtPlT0lGXOcWGqQv4IS1WJOC5G/yq/bbJ1BU9pEZCpwBnC0qq71dmb/z3AeMIUEhTM8W4CLUZ1ZgmEaY4wxFYIItYHBuEReV+AnYBowTZVVKQwtOREBJgHXkfeHfgrcA4yhgL9cishBwJu4Z+neqrqikNEaY0ylYwm9Cs7vZ3qzZgxeupRgzaTL0xa/sWPhwUm7+D5yEPXZFNu0CpiA6tO5zxGhJzA/ZlcIN9x/L/AO8CrwhirfFzYuEaqQv0RdrZjTIuS/8qv9wzJljohcCDyBm9ryaoKDDgAGkMFl7KE9e1HcNJmPcBX2ZqK6pbRiNsYYY8obbz3kk3FJvLO83TNxo/HeKXeFx0S64u5lAFA/e3cY/+YAkeeBqaguKnz3Uh/3fN8COFVVPy1awMYYUzlYQq8CE6G1CMunT0fOOy81MezcCYc0C3HR1vu4izHxDvk3MDL20zwRGuESY/FEcZ8C+oHv+GP03vuq7PUqvzYkeaIutravkr/Kr7+VuwcwYzwi0gFXEONfqnpD0hMy5VZgMEO1VUnHZowxxlQEIhyGS3xdADTFfRg2FXhOla2pi6yYiPiBFlP4e/sHuPqF3zigwxats7R4upYauHUEjwfOUtW5xdGvMcZUZJbQq8D8fp5s0YIhX39N0O9Pfnxuqsr48eN59NFH2bZtGx07dmTKlCm0a9euQP3cey+MG7OHnyKNqBP/WWYYqk9lv/DWpNtJzmmsiUQBHy4pt4mYTw09m0ieqFuvSqhAN2VMOSIiNYFPcYnrk1Q1+d/3TJkDbGaoDi3h8IwxxphyS4RawCBcIu943LPlk7gptd+kMLQSI0Jb4CugnSrLiq9fScMlQM8BzlfV54qrb2OMqYhKsNapSSURJBjk9IsvLlwyD+Dee+/liSee4M0336Rly5ZMnDiRPn36sGLFCmrUyGuJrZwuvBCuu64K73EiZzJ7v/Yw/gn1ZeuybdSOHVm3m/wl9LLX/toAPIibypudqPu1tNfcM6asEbf+zSO4Uan5TeYJ0Am4vWSjM8YYY8ofr4BbT1yV2gG4mSMvA6cCc1UJpy668ktVs0TkfGAj8IyI1FPVh1IdlzHGlFWlWCLBlBoRGc09p4dC1OnRo/DdTJkyhdGjR9O+fXuqVq3KrbfeSlZWFi+99FKB+qlXD9q12ssC4gcTIHLooXz3OW7q7L9wlb/CkHQduiiuaMZAoJEqd6rygioLVVljyTxjALgUtxj3eQWoHtccqIcb1WeMMcYYQIRDRZiAW/ZlHnA4MBr3HDpYlTmWzCsaVY0CI4F/AFNEZJz34aQxxphcLKFXkYi0RuR+4MfWfDO7alqEY44pXFfbtm1jzZo1dOnSZd++QCDA0UcfzRdfJCxQm1D3k9P5KHhiwvYbuOs8IAOooUor3Np6iUYSRXBTaa8AWnlJPJs7bkwuItIReAC4VVXfKsCpnXAJ84L/YzfGGGMqEBFqiDBchAXAauAS4HmgvSpdVJmiyubURlmxqHM77nt9CzBZ3Pp9xhhjYtiU24pCZAQwGagCsIU61K8TJhgs3M++7du3A1C7du0c++vUqbOvrSAaNoQtUi9Rc3gwz80frM/GdrwCSMt9HC7JNwm4T5WdBQ7EmEpCRGrjfuH4AJhYwNM7A18zVO3fmDHGmErHm1LbHbcu3kDcM+lsoB/YKLzSoqqPiMgmIBOoLyIXqOreVMdljDFlhSX0KgKRc4HHYncpRRuZXqtWLQC2bs1ZxGLLli00adKkwP2JQDRxTFNR/SXXvhUxfw7hRpM+DNyqyvoCB2BMJeJNTXkCqIqbalvQ6sydgP8Ve2DGGGNMGSbCwcBfvO1Q3Ej1G4EZqmxMZWyVlaq+KCJ/BmYBr4rI2aq6Y98BmXIAcBZwBFALN5NnO/Ax8DpD9ffSj9oYY0qHJfTKO5EgcEfu3bXYzpbtfqJR8BViYnVGRgbNmzfnf//7H926dQMgHA6zePFihg0bVuD+Nm6EDN0Wr2kD8UcPreKPCrazgBtV+bbAFzamchoJnAmcrKq/FujMTPEBHYEXSyAuY4wxpkwRoRqusMVw4CTgN+ApXJXaJSkMzXhUdb6I9Px/9u47zKrqeuP4950CiIC9YYMgxlhQcbBhwRa72NFRE1ESYo0aY4xREWKJ0Wg0+dmNqHE0KpbYsBC7YqXYFRSwdwVEYMr6/bHP6DBMZ4Y75f08zzzhnrLPupi5nLvO3msBY4Fx666qvV6/gF1RwaGgQeQVwlLrl9FpmTyogLmfV/DtayehvPmU5N8DFaMpjvty/DbMzJqdE3pt3z6kAvYL2JTnmf19Aa+8Ahtu2LSBjz76aC688EK23357+vTpw9lnn01hYSH77LNPo8d65vH5bFr6VPXNk4ADiHi/+o4I5kpsCuRFeKaQWUNJ2hy4ADgjIh5rwhB9SU+4/XtnZmbtkoSALUldag8kzWi/D9gbeCCC+TkMz2oQES9LGth7BcbddGz+eyE6q+duwZoH5bHqnlDYbcFSPd9/Ch/c0ZlpJXvz+VP7U5JfAhW/objK7D4zszbOCb22b7WaNvZjMksVzObxx7s1OaF38sknM2vWLHbccUdmzpxJUVERY8eOpVu3bo0aZ+ZMeHlyAb/ncYDvgQeAW4G7qKMORgQvNS1ys3YozZzbnJTEXxXyukPF98BXwIPAAzqEJUm/W4+Qak02xQBSvcrJix60mZlZ6yGxOvAL0my8tYBXgBHATRF8lsPQrAHiJjqVU7hERdc1u2jbMbBMv9prDC2xEvQ9CvoeVcCH98Gzhx1I6ex1KdFOFIeXT5tZu6AINwetiUZKQH9SIdw+BXkFS1dExbyKqPgGeBy4M0bk5h8DSZ2ADYCikVB8JtTYPnb/vDG8v+GejH+pkFw2e7/6ahg+PMp/FVeteyW/eZcIFxI2a6gSrQ6cSF6nYirmr8SSvUtZeoMCCrqJ8rkwZ3opX71cGMqb8+Ckim/OuzsKnniT9SKa+PlUor8DW1McmzTr+zAzM8sBiSVIM++GAjsCXwM3AdcBEyPwl6FGklgPeBVYP4LXFstFS9QJFU5l2f4rs93YAjotXf85Vc18B8YNKmPuZw9zcOluLROkmdni5YReNRqpZYGTO+V3OnR++fzVV+2+aulmq25W2KNLD0rLS/lk9iflT0x/QmUVZeTn5T9aVlF2BTAmRrTMX6RSjbx1SUXqK3/6kbptzV4eJk2Hoq7Qufq5L1DEprzAvffC7ru3RHT1mzcP+vSuKP/ok7xrKir4TW6iMGujSrQvKhhNlxW78JOhhaxxICy9AQtl6Od8CO+PofSd6ymYOSFEnAuMoLjRzTCgRE8Dr1Icw5vlPZiZmS1m2ZLazUgz8Q4CupFWiIwG7o3AnVIXQY4Ser9B+f/HXlPzWHLNhXa/9tprDB8+HElEBBdffDEDBgxY8KCPHoDHdgPYguIYv1jiNjNrQU7oVaGR2rowr/C27p27Lzd0o6EFB653IAN6DkDVvjzPmjeLe96+h5JXSirue+e+vHzl31Ye5UfGiEWrySApH1iHBZN3GwFdSEtVJwAvVvl5OyLKkf4EnF3TmHvl3cOMdXbm+QmFdOpU0xEt6+KL4dSTS3mxov9tG/DqoUS4JolZQ5ToOOBS+gwLNrlEFHSt/5wImHIFvHh8BcQYovxQihvxO1eiAlJnuOMpjmvqO9zMzKw1kegJHEZK5K0DvE6aiXdTBB/nMLR2ZbEn9ErUBRW+x1rDVmbAZTUe8tlnn9GpUyeWXnppXn/9dYYNG8Yzzzyz4EER8OBmZXw94XEOLt2xxeM2M2thTuhlNFJ75ynvtl3X2jVv9N6j85bvunyDzntwyoMcPObgstnzZ08urSj9eYyILxt0PSmPVHy+avJuY2BJYD4wkQWTd29EbUtVUyLwMuDX1Xe9wToMyH+ZQ4Z25oqr8hbr0tunnoLtB5Vzavk5jGIEwH+IOGjxRWDWRpVoM2A8G54D653W+PM/GQeP7VZOxfw/URznN+K6/UjNajamOCY2/sJmZmaLl0QXYC9SEm9n0oOpEtJsvBe9pLb55SChtx3wP/aaCt1+Uu/hU6dO5fDDD+fJJ59ceOeMMfDU/gDLUhxfN3eoZmaLU16uA2gNNFI985T3n6EbDc2/+6C7G5zMA9h5rZ0ZP2x8wbJLLNsvT3mX1Dh+0kfSEEkXSHoU+AZ4k3SzsQ3pCeKJpLp93SNis4g4JiKui4hXak3mAUSUEzEcGAI8Az/euPyMN7mxvJirrsnjspofaLWIGTNgv8Gl7BIPcBZnVW4egrTp4ovCrI1SwdksW1TGun9caNfcuXMZOHAggwYNoqioiJtvvnnh81feAdY5KR8VnEaJejTiykXAXFhMy2fMzMyaQEISRRL/B3wE3AwIOBhYJYJjInjBybx2YwUQdF14qW11ZWVlHHPMMZx++uk1H9Ctd5UxzczaNif0klOX77p83j92/Yfy8/JrPOCLL75gmWWWYfTo0QvtW3u5tblo54sKKqKiWGfqZ5LWlLSfpPMkPQx8CUwhFeD9OfAu8AdgU1LybpOIGB4RV0fEhGjqstSIW4kYCKxJKvx7InDMPty1Yz5lZxx3HFx4YZpt3pJefRW22qyUFWdO4d8VxeQteC91cste3ayNK9FAomxHNjy3oKYptZ07d+axxx7jscceY9y4cZxyyik1j/OzkyGv05LA8Y24+gBgAsVR2pTQzczMWpLEyhInk7rTvgDsAJwPrBHBrhHcGsHcnAZpLWE+BNTTV6+iooLDDjuMwYMHs/POO9d8UPkP5RNdR9HM2rwOn9DTSK2ep7yjztzmzIIlCpeo9biRI0ey9dZb17p/yHpD6Lt0X/SOJgDTgNtI0/8/AkYAWwI9ImLDiDgyIi6PiBciovlvOiLeJ2I0EX8n4jIixpVTcE4Ev/v974mDD6bi22+b/apEwL//DZsPKGPNz1/gsbKt6MFCZQV7Nf+VzdqVvem2Vikr11zaRRKFhYUAzJ49m379+tU8Sufl4CeH55PX6YBGXLuItMTfzMysVZDoJLGvxD3AB8AZwNPAFsDPIjg/gg9zGqS1tGkAfPFsrQdEBMOGDWPDDTfkqKOOqn2kL8cDefOBz5o1QjOzHOjwCT1gp4K8grxh/YfVesDrr7/O7Nmz6d+/f63H5Oflc8KWJyjvp3n5pCW0S0XEehHxy4j4R0Q8GxFzmj/8hokgIrgI2HXMGGb26kXZpZfC/GZqUTF+PGw7sJTDDoMj5/4f48oHsRxf1XTozOa5olm7tRxLrllnwctvv/2WbbbZhn79+rHPPvvUPlLX1QE1bElJiToDG5JmPJiZmeWUxMYSl5Iejt8OdAZ+AawcwfAIxntJbQdRHBNR4VNMPr2stqVG9913HyUlJYwdO5ZBgwax7777LnxQ2Rx49ZwyqPg/iuP7Fo7azKzFOaEHyy3bZdmyzgWdaz3gT3/6EyNHjqx3oNV6rEa5ygs4ixcjFq3jbUuJ4MGyMvp88w2XnHgiZWutRemFF8L06Y0f6/vv4Y47YPAe5WyxBcTzL/IMW3AJJ9CJWlfsXb8o8Zt1AHMpn1NR1wFLLbUUTzzxBG+++SZ//vOf+ba2Kbfl30PqkN0QGwCFeIaemZnliMQKEidITAReBnYFLgZ6RfDzCEoiGvzvmrUnUXoanz9dwMcP1bh7jz32YO7cuT+UJbnjjjsWPuitS6H0m3LSMm0zszbPCT34fm7Z3FqnwowdO5a1116bNdZYo96B5pTOAaiglddkiOCrCE6uqGCtDz7guj/+kdm9ekFREaVnnAE33wyTJsGcOWkZbQSUlaWk3wMPwEUXwZAhxArLlcf++1Xw7dhn+S978kT5lmzB+Lou/Sap69gCJLplHcrMDKbw9WQxv+bGa/Pnz6eyO/mSSy5J586d6dKlhl+fCPh0XBlR/nYDrzsAmA281aSozczMmkCiUGKwxJ2k2Xh/Jj1c2hpYO4JzIpiR0yAt94rjSVRwD0/tV86njzf+/KnXwqTTgig/l+L4tPkDNDNb/ApyHUAr8M43874pnPTJJDZcecOFdr700ks899xz7LLLLkyZMoUllliC3r17s+222y507Lj3xkWn/E7vzzt9Xp2za1qLCKYDwyWOA3Z8+WWGvPoqW82fT6+IH5O90oKNNAoL+QqY3LV01j1T2Xhw7/Jp29R3rffoVXEBvx9xWRxdXnW7xEbAf4GlJVaNWLjonlkHcy0V887ijYu6s+GfF9r51ltvccwxx5CXl8e8efMYNWoUnTvXMMP400fh86cLgPMaeN0i4CWKo018fpmZWdsmsQGpiduhpI6j/wOOAO6I4LtcxmatVJQdSHnczLjtB7PBWWKdE6Cwe93nfP8pTDo1eHe0gHNJCWMzs3ZB0dItT1s5jVReYV7h5F377rrO3QfdXXOL28xZZ51Fr169OPzwwxfa9+7X77L2P9aO8ij/dYyIa1oq3sVBohOwFtAHWALIJ806/BR4I6JKcTwpn9RNd3h2TnVffE+X29dk+hqfs+KOwNCINEtP4nDgymx8AcMiuK6l3pdZm1Gi08hfYhR7Tsmna8/Gn19RCg8NLOPrCU9ycOn2DbzmZOBBiuP3jb+gmZlZ/SSWA4qBw4H+wHvAaOCGiKzxgbV6EusBrwLrR/DaYr14ifKA30LeX8kryKPnbrDmQXmsMBAKl4Ioh/lfwccPwfSby/jsyXyUP5MoO5ziuGuxxmpm1sLaVEJP0h7AhaQE0CvA4RFRb5MFSStmxz8bEXsvtH+k9gLufvqIp9ly9S0bHVdEUHxHcYx5fcwHpRWlfWJE1FpArl2TNiY1BOlBqts1EXiUiHKJfOCvwEmkJ2OrAFU7kVQAz0XQ+P8AZu1Nibqjwsl07bka248roHufhp9b9h08NaScj8eWEeVbURz118QrUVdgFlBMcfynyXGbmZlVI1EA7EyajbcXUArcBlwHPBmBZ4a3MTlN6FUq0fLAPqjwYKJsEMSCJZSUPw/iXqLiFuABiuM7SQEsExHfNEcIktYH7o2IXnUcsw8wkvRdpxNwJ3B61PElXNJ1wEDS96nZwAkR4aZlZraQNpPQk9QNmApsGxFvSvon8H1E/bNJJN0JfAUsV0tCTwV5BQ93Kegy6L7i+/K3WbPeFaQ/KC0v5fixx8eVL15JEPvFiLiz4e+q45E4nZTQC9KsvOr6RjBl8UZl1gqVaCXyCh9Gheuyyd/z6VUMBUvWfnxFOXz2KDw/vJTvZnxPlO1KcTzTwGsNBJ4C+lAc7zZL/GZm1qFJrEuaiXcYsDLwBGk23u0usdK2tYqEXlUlWgHoCywFlJEeUr5CcSywdDtHCb3uwHcRUSGpE+l+67yI2r8zStoLuD8iyrIJLf+s6xpm1nE1S0JP0mDgL8B8YCxwJKkeUyHwd2BFUqv5qyLin9k5AfwJ2JtUN2NURNS63FLSAcCREbFL9npd4KGIWK2e2I4E1gMmA3vXlNAD0Eh1KcgruKUiKvY6bavTdOymx7JSt5VqHTcieO7D5zju/uPKXv7k5YqKqCiOETGmrlg6OondgFuArqRZltWVAudHcMZiDcystSrREsD5oGPJ61TBaoPFGgfm0WOdVDOm/HuY8yF8cCdMv6WUeV8UooLHiLLDKI4PGnGd3wJnAstT3Eae8piZWasjsQxwEGk23gBgBnA9cH0EU3MZmzWfVpfQa6CqCT1JRcClQDdgLnBiRDwtqQC4D1iOVHpoEvCriJQclHQWcAgwE3gAOLShyTZJPYAngRERDVv+K2l54GNgiYgoa+h7NbOOYZETetly1jeAgdnMuaHAv0j11P5D+pB7U1JXYDwpKfdC9oF6ckT8TdI6wAukD9gaP6gk/Q5YOyKGZ68rl4h1ruOc3sCtpGWgQ6iS0Ms+xEdFxG4/HD9SecCxeco7PyI6b7PmNuXFGxQXbLLKJnTv3J3S8lI+n/M59719HyWvlpR+NOujwsK8wsmlFaUHx4h4fZH+ItuxbLntCOAMap+ZV+kTYFUvvzCrokQrA/uiwmKidEuq/w7ldZpCxfybgFspbsJnUYn+DaxAcezcHOGamVnHkd3n7USajbc3aWnhGNJsvEd9T9f+tPWEHjAHmEJK1D0oaSvgdtL31++AZSPiS0kCLgOmR8RfJO1OKiG0Bel76I3AVvUl9CRtSaob3he4HDipriW31c79M9AvIgZnr38D9IyIMxv37s2sPWqOLrebA5Mj4s3s9fXAFaQZeesBt6TPQgC6A+uSkncANwFkCb8y0nT8hs8qqUP2Afwv4NiI+L5KDGTXfBHYbYFtI6ICuFQjdS2w+1MznjroyRlP7l4RFZ2qHtcpv9P788vTl+fSitKJMcIzWupxC7B/9ue6knmQ/j+wPfBIi0Zk7V4ullVUOXYJ4CVgfkRsVM+x55BqClV2gP5LRNyywEHF8QnphvIySrQc6fekO6m2yldUzP9gEWfWFZG+fJmZmTWIxE9JSbxfAD2BZ4Bjgdsi+DaHoZnV56dARUQ8CBART0n6FNiI9P/jE7PkXQFpGW9lCZMdgFsra7hLuhLYqr6LRcQzwAaSViDdb21NWoJeJ0mHAgeSJqdUjnVFQ9+kmbV/zZHQq42Ar+r5Mju3yp/L64lnBunpX6VewMd1TD3uAfQD/pMl87oBXSWNi4gd6go8RsR3pJl9t2qkupIaOPQgLSn+dn75/A+dxGuUr0gz86D+/85lpGUaTuhZW3Y+8DRpuVF9LoiIPwFIWhV4Q9IjEfFFjUcXx5fAl80VKCVainRj62LLZmZWJ4mlSKteDifNUvqQNBPv+gjezl1kZous8rtKMWlywbYRMVPS8dnrus5p2AUiPpd0P3AA9ST0JA0hrXDaISI+bcx1zKzjyGuGMcYD/ST9NHt9KKmDzzxgZrYEFwBJa0latonXGQv0z5bnAhxNmvlVo4j4NiKWi4he2Yyak0k19+pM5i00zoiYEyNiaoyICTEiXosR8YGTeY0TwXBgeVK9iVtJNScg1cyrrgDYP7thNGsWkookPSNpsqTnJQ3MthdIelDSi5Jek1Qiackq550l6R1JL5FqAjXkWjsCq5LNQK5PtRmE3UgPQ5rjs7mh+mf/W383XDMz63Ak8iV2lLiJVBrlUmA6qXPtmhH8yck8a2PeAvIk7QQ/LIldGZhIWpL7RZbM605KXld6BDhAUvdsNdiv67uQpHUk5WV/7g7sTqrtXtc5BwJnAztGxIzGvjkz6zgW+UtjRHwGDAPukjQR2IDUXvsLYA9g3+xL9GvAtaTiok25zqwq15kCrEbqltok2Rf8+5t6vjVOBF9FcHMEhwDLklqxXwBU1vuq4MenXJ1IyT+zRZZ1FLsDGBkR/YCTgDFZ5+xyoDgiioD1gW+B47Lzdic9Qd2EtCS1VwOutTSptspRjYzxeElvAS8Dv84+V5H0G0mjGjNWEwwgfUH7sIWvY2ZmbYjEWhJnA+8BDwN9gBOBlSM4OIKHIn4oF2HWZkTEfGBfYKSkyaQmjvtHxGzgBtKqrrdITS+erHLe/aRaey+THoQ2JNk2BHhV0iTgWWAccE0959wEdAHuljQx+1kOFtu9oZm1Ec3V5bZ7lnBD0t6kVtw/W+SBrUOQWI1Uz3BP0tPeQtKSwvUi8BRza5IqhY9XB+6pWvsuu6k6hlQTZRTpaekPdVIi4iBJFwHfRsTI7JytgRvrqqEn6d/AXRFxu6RBwN/rq6FX7fwNgX8DgyKi+ZbV1qVEtwJLUBx7LpbrmZlZqyXRnfQwayipNtjHpML/oyN4I5exWevRVptimJm1N821rOs4SZMkvQqcgmdXWSNE8EEEV0WwJ6lW4TBS56jnshsGs+ZWU52UDYALSU9E6zqnLlsBF0qaRioJsG72hLdhQUVMIs2UG9TQc5rBAFw/z8ysw5LIk9hO4nrSjO3LSYm83YE1IviDk3lmZmatT7M0xYiIc4Fzm2MsSS+ycFyvRUSNSUJJu9Vy7fMi4j/NEZMtPhHMBa6VuBu4C3hG4oAIHspxaNZ2/VAnJSIerlYnZWMWrpNSuXziEeCv2Uy92TSgTkq1WYCDaMAMPUnrRsTr2Z/7ZDG9Xtc5zaZEy5OWErt+nplZByPRG/hl9tOL9G/BKcAtEc3YfMmsnZO0Eak5THXXR8TFtZxzJmnZb3X7RcTUZgzPzNqxluxy2yRZLavGHH8/4Fp47UwEX0jsSKq7eL/EMRFcmeu4rO2JiPmS9gUulfQ3Unft/SNitqQbgMHZLLrPSXVS1szOu1/SpqQ6KTNJdVRawl8l9SY1iSkDjo2INyDVSQF6RsSZLXTtys9bJ/TMzDoAiSWB/UkPsAYBn5GW1F4fwSu5i8ys7YqIiUCDS6xk54wilX0xM2uyBtfQywpxjquyqSvwE2DFiPhK0oqkIqJ9SB1uj46IhdpxS+oFTIUFbhr2i4ip2Zfa24F8UrLxDVKB+K9rGGc06Yli/4iYkG3rTloiMCUiNpJ0HTA1Is7O9h9KumnpHRHTsm1jgdsi4toG/UXYYiUhUsv2EcBFwCkuwGzWTEp0OvArimPNXIdiZmYtI7uX2opUF+8AUmmJe4DrgLERlOYwPGuD2lsNPUlDgX8B+0TEXdm2yu8gxaTvtl9ExHb1jDOa9P10mYj4Jtu2GXAVqTHkB8BhEbFQIzJJZ2XX2zci7qwSw7vZeEtLGgGsHhHDsv1bkR5GbxcRj2XbrgA+j4gzmvwXYmZtRoNr6EXElxGxUeUP6YPpgYj4KjvkL4eAcyQAACAASURBVMD4iOhLumEokVRYy3Czqo5VZVrxR8BW2bb1s9dn1RHWS8ARVV4PgQVqfDzKgrWotgOeq9wmqYB0g/O/Oq5hORRBRHAWcChwLDAme7psZovO9fPMzNopiTUkzgDeAZ4glXQ4HegZwb4R3ONknnV02WSTXwHjq+06HugHrJ/VWT64nnH2hQV/nyTlkTrWnhARa5NWlf29jmGqf7fdAfiiyus6v9tW2ebvtmYdxKI0xTiStByy0oHAFQAR8QIpGbdtYwaMiHkR8T2ApHxgSeouRH8HsIekztnryqcrlR4FtpDUKXu9FXAeP37oDSA9bXmvMXHa4hfBTcCOpP+GT0j0zHFI1kFJ2kjSxBp+TqzjnGG1nLP14oy9BkV4ua2ZWbsh0VXiEIlHgGmkpMS9wMYRbBzBJRF8ntMgzVqJLOF2DXAcaRZeVb8HTo2I+QAR8Ukd46wEnAacVG3XJkBZRDyavb4S2FNSbQ3YngL6SFo5e30EC363HQ/0lLRa9noQadnuoCyOVYA1gGdri9XM2pcmJfSyovLLkG4QKpfjFlb7oJtG+kCpyZKSXpD0sqQzs+Rd5didJE0kPY3oS5p6XJs5wMPA3pLWAUSVGXoR8T5pCe5mktYAvgIeArbMDvETjDYkgieBzYFuwPNS42pVmDWHiJhYbYZx5U+NRY+zc66p5ZwnF2fsCyhRT6AnnqFnZtamSUhiS4mrSV1qrwe+A/YDVo3ghAgm5jRIs9bpJODpiHip6kZJPYCVSHWWn8t+htQxztXAKRExq9r2NYDplS+y/TOhzokJ/wZ+KWlp0uSTB6ucPx94Btgum9DSO6snv1qWJNwOeDYi5tb5rs2s3WjqDL0jgRsioqwJ534MrBoRA0gzrrYGfle5MyLmZ0t6VwLeBIbXM96/sniOJNUCqa5yavIg4PFsBuBnWb2+Qdl+ayMimAJsQVo+8pTE7jkOydoASctVmxn3tqQyScvWcvwekt6U9I6kO7Ibu3r3VRtjtKSQtHGVbd0lzc4eWiDpOkmnV9l/aHZOryrbxko6ctH/FhZS2RDjpTqPMjOzVkliNYk/ku6XnyY99DyLlMQbHMGdEczPZYxmrZWk9UlJ77Nr2F2Q/SwREZuRyjpdLGnDGsYZBsyIiOaaJHI9qQ7fIcCtQEW1/ZXfbTcDns+2jSd9PxqEv9uadSiNTuhJ6kZaXvvD9N+I+BIoqzI9GKAXMKP6+dmy2s+yP3+VjbPQsrPsCcR1wGF1xRMR40lPOQ4CbqnhkEdJTyu2Ax7Ltj0O/BwYiGfotTkRfAXsDNwG/Ffi+ByHZK1cA2qA/iD7jLsW2DurCfoRcEZ9+2rRmut8DgDeoTgVbTYzs9ZPoovEQRJjSTN/TiatPikC+kVwUQSf5jRIs1ZI0i+qPNgdSvr+2Qt4R9I0UkL8KklHZfeHs0mz5ciaKT5NuneqbjvSTL5p2TgAk7MHujOAHxqPZQ0clyLdP9Yoa5gxnbRKrbbJKjV9t63c5u+2Zh1IU2boDQEmRcSb1bbfBvwGQNIAYFXSh8sCJK1Y2Swjmyq8L1DZpXZNSV2zP+eROnFNbkBMvwVOrmGaM6QPvc1J9fyeyrY9TpoV+GFNXYas9cueOB9BKu58icQ/JApyHJa1HdVrgFa1KzChymfcZfxYCLmufTVpzXU+XT/PzKwNyJbUbiZxOWmly01AOemevGcEx0XwUkSddafNOrSIuKHKw93rIuLyiFglInpFRC/SLLdfR8Tl2Sk3A7sAZCs6NqWG76URcUhErF5lHIB+ETGB9GC3UFJld9zhwD0NWBJ7BnB6REypYd8LwIqkGXyPZdseJ01uWYUfZ+2ZWQfQlATIkaQ6AdX9AbhR0jvAfODQiCgFkDQK+CgiriB9YR0lqTy7/v+Ac7Ix+gHnpA7d5AEvQ/2zryJiXB37PpY0A/gmImZnm58BelP7F3prA7Ib1/MkpgA3AH0kDopgZo5Ds1aseg3QGixQ74RUD3SVbLZcrftqKUFQtc7nJGqo8ympss7ndH6s83lBdkjLPGktkUjJwnPqO9TMzHJDYhXSSpXDgZ+R/v04D7gxgo9zGJpZR/BH4DpJR2evz4+I52Gh77a1iogKSYcCV2Y17j6intVn2XkvUstD14golfQUsGHlA+aIeDub/fdU5fdvM+sYFOGHedb2SWwO3A18CuwRsfBybzMASdcCX0bEKbXs/x2wdkQMz153BWYBnUmzgWvcVz2hJ2k0MJH0xHcUMAl4m1T/8e/Z0l8kXU1akjEdWDciTs1u1A4jdUO7MSJubL6/AaBEvYD3gG0ozmFjDjMzW4BEZ2BP0ozuXUj/xtxMWnr3gmfhWWsgsR7wKrB+BK/lOh4zs46qqU0xzFqVCMaTisPmA89JPxT8tw6ohjopldsXqgFagwXqnZDqq3ycJezq2lejVlrncwCpyPKEFhjbzMwaIVtSu4nEP0lLam8l3c8cAqwcwVERPO9knpmZmVXlhJ61GxFMA7YEXgGekNgntxFZrlSvk1JlV201QKsaC/SXtE72+mh+TMTVta8ura3OZxHwBsU/lCEwM7PFTGIliZNIdbleBHYilVxYI4JdIrglgvpqbZmZmVkH5SYC1q5E8K3E7sA/gDESfwAu9FNty9RYA7RqLZSImCVpGHBXVjfvVeCXAHXtq0srrPM5gFRU2czMFiOJTsDupCW1u5Fqrd5CKpb/rO9XzMzMrKFcQ8/aJQkBJwIXAtcAx0TgIrFmJcoDvgZOozj+L9fhmJl1BBIbkZpbHAIsRyqncB1wZwRzchiaWaO5hp6ZWevgGXrWLmVPuC+SeBe4CegtcUAE3+Q4NLNc6wv0wDP0zMxalMTypATe4cBGwFTgElKX2ul1nGpmZmZWL9fQs3YtgruAbYD1gGckeuc4JLNcKwLKSDWbzMysGUkUSuwpcQfwEXAOqQHRNkDfCM52Ms/MzMyagxN61u5F8BKwKTCf1AF3ixyHZJZLA4DJFIcLrZuZNROJ9SX+BnwA/BdYBvgVqUvtERE86fp4ZmZm1pyc0LMOIYIPgK2B54FHJYbkOCSzXCkidVM0M7NFILGsxDESLwKvAPsBlwM/iWC7CK6PwN3EzczMrEW4hp51GBHMkhgMXATcItEXOMdPzK3DKFEB0B8YneNIzMzaJIkC4OekuniDSSUMbgd+DzweQUXuojMzM7OOxAk961AiKAd+K/EOqTB1X4lfRzAvx6GZLQ4/A5bAM/TMzBpF4mekJN5hwCrAk8BRwG0RzMphaGZmZtZBOaFnHVIE/8w64P4H6CWxbwRf5jousxY2AJgLvJbrQMzMWjuJpYGDSIm8zYD3gWuB6yOYksPQzMzMzFxDzzquCO4HBgK9gWezJbhm7VkRMJHiKM11IGZmrZFEvsTOEjcDnwAXA1OBnYDeEZzhZJ6ZmZm1Bk7oWYcWwWTSU/eZwHiJbXIckllLGgC8kOsgzMxaG4m1Jc4FpgNjgTWB40ldag+J4JGsbIeZmZlZq+CEnnV4EXwMbAs8Djwi8Ysch2TW/ErUGdgQ188zMwNAoofEMImngbeAXwI3AutEsGUEV0XwbW6jNDMzM6uZa+iZARF8J7E/8Bfgeom1gBHugGvtyAZAIZ6hZ2YdmEQesB0wFNiX9HD7LmBX4GHPwjMzM7O2wgk9s0wEFcApWQfcy0kdcIdGMDfHoZk1hyJgNvB2rgMxM1vcJPqQZuD9ElgDeB74HXBLBF/nMjYzMzOzpnBCz6yaCK6WeA+4HfifxOAIPs91XGaLaADwEsXh2Sdm1iFIdAf2J3Wp3YbU5OJGUpdad/s2MzOzNs019MxqEMEjwJbAKsBzEj/LcUhmi6oI188zs3ZOIk9ikMRo4GPgSuBzYA9g9QhOcTLPzMzM2gMn9MxqEcHrpA64nwLPSuyQ45DMmqZEXYH1cP08M2unJHpJjACmAI+S6oaeCqwSwf4R3BdBWU6DNDMzM2tGTuiZ1SGCz4DtgbHAWIlhOQ7JrCk2AvLxDD0za0cklpT4hcT/gPeAY0gNLjaMYJMI/hnBl7mN0szMzKxluIaeWT0i+F6iGBgJXC3RF/hj1kTDrC0YAHwNvJvrQMzMFoWEgIGkLrUHAl2Ae4G9gfsjKM1heGZmZmaLjRN6Zg2QJe/OkJgCXA2sJXFYBHNyHJpZQ6T6ecURuQ7EzKwpJNYADiM1uFgLmAycAZRks+nNzMzMOhQn9MwaIYLrJaYBdwKPS+wVwcc5DsusPgOAMbkOwsysMSSWAPYhzcbbAfgKuAkYHcGEXMZmZmZmlmuuoWfWSBE8DmwOLE3qgLtBjkMyq12JegA/xfXzzKwNkJDEFhJXAp8ANwBzgf2BVSP4rZN5ZmZmZk7omTVJBG+TknrTgKclds1tRGa12iT7X3e4NbNWS2JViVOBN4BnSHXyRgGrRbBnBHdEMC+nQZqZmZm1Ik7omTVR1jlvJ1JHvXsljslxSGY1KQI+BT7MdSBmZlVJdJEYIvEAMAP4AzCOVCZggwj+FsEnOQ3SzMzMrJVyDT2zRRDBPIlfAm8D/8w64P4ugvIch2ZWaQDwghtimFlrkHWpLSLVxTsY6AE8mP35vxHMzWF4ZmZmZm2GE3pmiyiCAM6WmApcB/SRODiC2TkOzQzSF+frcx2EmXVsEivzY5fadYG3gL8AN0bwUQ5DMzMzM2uTnNAzayYR3CwxHbgbeFJizwg+yHVc1oGVaHmgN66fZ2Y5INEZ2IM0G28XYDZwC3Ak8Fz2QMzMzMzMmsA19MyaUQTPAJsBXUgdcPvnOCTr2CobYrjDrdkikjRUUkjau8q26yS9LWmSpKclDajl3CUlPZcdN0nSWEm96ttXwzhHSHpd0gRJ/atsHyWpuDnfb1NlXWr7S1wKfATcBnQizc5bJYLfRDDeyTwzMzOzReOEnlkzi+BdYAtSp74nJQbnOCTruAYAMyiOz3IdiFlbliXYfgWMr7brTmDdiNgQOI+UvKrJ98COEbFhduyDwCUN2FfdGaTf698Cp2WxrQf0i4iSJry1ZiOxosSJwETgJWBX4G/AmhH8PIKbI/g+lzGamZmZtSdO6Jm1gAi+IX2ZuRm4U+LErBC42eJUhGfnmS0SSXnANcBxwLyq+yLivxFRlr0cD6wqaaFyJhFRERGzsvFEagQR9e2rQTlpBviSwPwstotJCb7FTqJQYm+Ju0idtEeSlvhvBawdwbkRvJ+L2MzMzMzaOyf0zFpIBKWkGR1/AC4CLpNct7I1k7ScpIlVft6WVCZp2Wz/aZLeklRRddldLWPtIelNSe9IukNSjyr71pB0TzbW65KOq2WMMyS9Jmm8pDWrbB8taWAD3lLqcGtmi+Ik4OmIeKme434L3F8lwbcQSY8AnwAHAMc0dF8VpwAPA6cCo4CjgfsiYnoD3kezkegncTEpiXcn0B04grSkdlgET3tJrZmZmVnLckLPrAVFEBFcAOwH/BK4T2KpHIdltYiILyNio8of4CrggYj4KjvkEdLMyyfqGkdSN+BaYO+I6EuqI3VGtk+kL8A3RMRPI2Jd4NYaxugBHAr0Ay4jzQ5C0k7AnIh4us43U6KeQE88Q8+sySStT/r8Prue4w4FDgR+XddxEbEjsArwH+BPDd1X5Zg7IqJ/RGwLfAcMBv4p6VxJ/5F0ToPeWBNILC9xnMTLwKTKawO9I9ghghsj+K6lrm9mZmZmC3JCz2wxiOAOYFtScuZpiV65jcga6EhSYg6AiHg+It5twHm7AhMi4s3s9WXAwdmfdwDmRcQPtbYi4tMaxigH8oFCflxe15WUGDy1ATEUZf9b36wiM6vd1kAv4B1J04DNgaskHVV5gKQhwAhgp1p+lxcQERXA1aQmEQ3eV4NLSLMHBwE9I2IIsJqk7RpwboNIFEjsITGG9GDiPFIybxCwVgSjIpjWXNczMzMzs4ZzQs9sMYngBVIH3ApSB9zNchyS1UHSlsAywL1NOH0NoOoSuGnAKlltrXWBzyXdknWqvFPST6oPEBHfkZZqjyfNhLmEtMTubxExswExFAFTKI6vmxC/mQERcXlErBIRvSKiF+n38dcRcTmApANJs/d2jIgZtY0jaWVJy1TZNASYXN++OsYbArwREa+QEv6Vy1srgG6NeY81j896EhcCHwD3AMuRZh+uHMHQCB6PoGJRr2NmZmZmTed6XmaLUQQzJLYiLal6TOKwCG7PdVxWoyNJy2JrrYfVRAXA9sDmEfGapN+QltwWVT8wIi4jze5D0ibAasBYSf8HrAg8GRGX1nId188za3k3kere3Z1W0wOwQ0R8mf1u94yIM0lJ/isl5QMCppKW1FPPvoVkyb9jgJ9nm8YCwyRNBt7LXjeaxLLAQcDhpM+P6cCVwA0RTG3KmGZmZmbWcpzQM1vMIpgpsSdpxtVtEn8EzncB8dYjq4F3IOlLbVPMAHaq8roX8HFElEmaQVqO+1q270bgMkmFEVFaSzwFwIWkZbuHAp9HxDGSHpV070LLgEskUoLwvCbGb2Y1iIhB1V4X1nHsFVX+/DywcS3H1bqvluO/Brap8no+sFdDz69KIp+UGDwc2Ju01H8MaVn/Y56FZ2ZmZtZ6ecmtWQ5EUAYcC5wAnAtcI9Ept1FZFUOASVVq4DXWWKC/pHWy10cDt2R/foBU52rV7PVupKVzNSbzMr8DSiLiExZcXhfZ6+rWBJbHM/TMrAYS60j8hfTw4X5gVdLn1MoRHBbB/5zMMzMzM2vdPEPPLEeyGXmXSLwL3Az0ltgvAtc8y70jSYXpFyDpdOA3wArA+pL+CWwcEZ9LGgV8FBFXRMQsScOAu7LZda+SuhwTEd9lS/Huyzrefkta5lYjSX1IBeh3yzb9G7hT0gHA01kNreqKSLW0JjThvZtZOySxNOlhxeGk5h4fAKOB0RG8k7vIzMzMzKwpFOFVfma5JrExqfD4bGB31yuyRVKi84HdKY71cx2KmeVOtqR2e2AosE+2+U5SIm9cBOU5Cs3M2jCJ9UgPK9eP4LX6jjczs5bhJbdmrUAEE0gdcOeQOuBuleOQrG0rAl7MdRBmlhsSfSXOJnXYfgjoTSrxsEoExRE85GSemZmZWdvmhJ5ZKxHBh6RC508D4ySKcxyStUUlyiMl9Fw/z6wDkeghcaTEU8DbwBGkLrzrRrBFBFdG8E1uozQzMzOz5uKEnlkrEsFsYF/gn8BNEiMk1FzjSxoqKSTtXWXbdZImS5oo6QVJOzRgnNHZOEtnr3tKelDSW9lYYyStUMu5u0l6NfvZucr2IySd1hzvs4NbC+iBZ+iZtXsSeRLbS9wAfAxcBnxIqrm5RgSnRvBGToM0swVIulTStOw+aqMq25fL7sUqf96WVCZp2VrG+YOk17Njx0vatMq+zSRNysb4X5VGXNXHOCIbY4Kk/lW2j5LkB8tmZq2cm2KYtTLZMqjfSUwB/gH0lTgygnmLMq6kXsCvgPHVdp0YEd9kx2wMjJO0fETU2OFQ0r5A9Y6s5cCfI+Kp7JgLgAtIxderG8WPDR7uAB6UtBJwGLBT496V1WAAUAZMynUgZtYyJH5CarTzS1JX6xeB3wO3RPBVLmMzs3rdDvwVeKrqxoj4Eqia4DsZ2DYiFvqdzhKBRwPrRcRsSYeSHgZvKimPNDv3VxHxaDbO34EDaojlDGB9YBPgNGB/SesB/SLizEV/q2Zm1pI8Q8+slYrgcmB3YC/gEYnlmzpWdnN3DXAcLJgYrEzmZZaqZ5yVSDd8J1Ub49PKZF7mOaBXLcOUAl2BJYH52baLgT9ERFmdb8Qaogh4heKYm+tAzKz5SHSTOFziMWAqqeP27cAGEQyI4DIn88xav4h4IiI+aMChRwLX1jYMUEi6lwJYmtS5GlJyriwiHs1eXwnsKalLDeOUA12yceZn94sXA79tQHxmZpZjnqFn1opF8KDElsB9wHiJ3SN4qwlDnQQ8HREvSQuv4JX0F9KT22WA/WqbnQdcDZwSEbNqGicbKx84Fri7ljFOAa7P/nyipD2ATyPi+Ya+GavTAFw/z6xdyEoubE3qUnsA0InUEX1P4MGIhWZLm1k7IGlL0j3ZvTXtj4hJki4G3pP0Felh7TbZ7jWA6VWOnSVpJtATeLfaUKcADwOzgOGkWX/3RcR0zMys1XNCz6yVi+BVic1ICbLxEvtG8Gh951WStD6wHz/e6NVwjTgVOFXSjsBfJQ2MiPlVj5E0DJgREf+r41oi1XD6Griklms9Seroi6TuwP3ALpJOAAYCnwInVb++NUCJCoCN+TFhamZtkMSa/Lik9ifABNLs6JIIvshlbGa2WBwJ3FDbygVJvUk1l9eKiI8kHQv8B9iqMReJiDtI5U+QtDowmHRPdi7QB5gSEX9q+tswM7OW5CW3Zm1ABJ8A2wGPAA9JDG3E6VuTlr++I2kasDlwlaSjFr5OPAJ0BzaoYZztgMFZIedp2bbJWd29SpcCqwND6pjlV9W5wDnAysDgiDgA+BI4pAHn2sJ+RlrO7Bl6Zm2MRFeJQyXGAdNIJRL+C2wUQf8ILnUyz6z9k9QNOBD4Vx2H7Qe8EhEfZa+vAwZK6gTMINXWrByvO6mkykcLjbKgS0grOgYBPSNiCLCapO2a8j7MzKzlOaFn1kZEMAcYAlwI/EviXKn+3+GIuDwiVomIXhHRi9QU49cRcbmkQklrVR6bdUhbkYWXZBARh0TE6lXGgVQ0eUJ27qWkDqv7NGR2naTNgaUiYiypdktkuyqAbvWdbzUqAuYCr+U6EDOrn4QkBkpcDXwCjAZmA/sAq0ZwYoQb3Jh1MEOASRHxZh3HvEtK4FXeL+0BvJ3df70EFFZJxA0H7omovbaupCHAGxHxCr4nMzNrM7zk1qwNiaAC+KPEO6Qix2tJ/DKC75s4ZCFwvaSlSJ1RvwP2j4ivASSNAj6KiCvqGkTSQNJskjeB57L6eu9FxD61HF8InA/sn95XTJb0rqRXgS9IX2at8QYAEykO19Uya8UkVid19j4c6Au8AowgLan9NIehmVkLk3QlqenZysCDkmZFxFpVDjmSVLO4+nlV78nuJP2b/6KkeaT7t2KAiKjIut5emTXC+Ij0eVNbPMsAxwA/zzaNBYZJmgy8l702M7NWSBFR/1Fm1upIbEeqe/IWMNhfAo0SPQ88R3Ecl+tQzGxBEksAe5OSeDuRao2WkJbKTYjAN2Rm1iZIrAe8Cqwf4VUBZma54iW3Zm1U1hhjC2AF4Lns5so6qhJ1AjbE9fPMWo1sSe1mElcAHwP/BkpJHWt7RnBcBC87mWdmZmZmjeWEnlkbFsGbpI6xHwDPSD8sl7COZwOgE/BirgMx6+gkekr8AXidVLd0G1IDoNUi2COCMRHMy2mQZmZmZtamOaFn1sZlXQ93BO4F7pcYnuOQLDcGkIrpv5XrQMw6IokuEgdI3A+8D5wKPEp66LJeBBdE8HFOgzQzMzOzdsNNMczagQjmShwKvANcIbE2cEoE5TkOzRafIuBlisP/zc0WEwkBmwBDgYOBpYCHSMXp746g1q6SZmZmZmaLwgk9s3Yiq8F0VtYB919AH4lDIvgux6HZ4jEAeDjXQZh1BBIrA4eQGlysD7wN/BW4MYIPcxiamZmZmXUQXnJr1s5EcBNpCe5WwBMSPXMckrW0EnUF1sP188xajEQniX0l/kuqW3om8CywJbBOBH9xMs/MzMzMFhcn9MzaoQieBDYHugHPS2yU45CsZW0E5OMOt2bNTmIjiUuAj4DbgSWAXwCrRPDrCJ51l1ozMzMzW9yc0DNrpyKYAmxBqqv3lMTuOQ7JWk4R8DXwbq4DMWsPJFaQOEFiIjAB2B34O9Argp0iKIlgTm6jNDMzM7OOzAk9s3Ysgq+AnYHbgP9KHJ/jkKxlDABepDg8S8isiSQKJfaSuJM0G+/PwEvANkDfCM6OYEZOgzQzMzMzy7gphlk7F8F8iSNIRdsvkegLnBhBWY5Ds+ZTBNyZ6yDM2iKJDUjNLQ4FVgQeA44ExripkJmZmZm1Vk7omXUAWX2n8ySmADeQOuAeFMHMHIdmi6pEPYCf4vp5Zg0msRxwMDAU6A9MAy4DbojgvRyGZmZmZmbWIE7omXUgEdwm8T5wN6mu3h5eQtbm9QeEO9ya1UmigFSCYCiwF1BKKkfwO+CJCCpyGJ6ZmZmZWaO4hp5ZBxPBeGAzUlfU5ySKchySLZoBwKfAB7kOxKw1klhX4q/A+8C9pGW1w4GVIzg8gseczDMzMzOztsYJPbMOKIJpwJbAK8ATEvvkNiJbBEW4IYbZAiSWkThK4jngNeAg4BpSc4ttIrguglm5jdLMzMzMrOmc0DProCL4FtidVFNvjMTvJZTjsKzxBuD6eWZI5EvsLHEL8DFwEfAOsBPQK4IzIpiS0yDNzMzMzJqJa+iZdWARlEocReqAeyHQV+KYCEpzHJo1RImWA3rj+nnWgUn8lNSl9hdAT+AZ4Djg1uzBhZmZmZlZu+OEnlkHl3XAvUjiXeAmoLfEARF8k+PQrH6V9Q+d0LMORWIp4EBSg4stgA+B64HrI3grl7GZmZn9P3v3HV5VlfVx/LvuvQlFpEhRRASlSBHFiqgoKDYcu4JEinVGHTvqqK8OoKODXccy6hSKGATLoGJHig1RGVEpFqQqKkpTpOSW9f5xLmOEJKSfm+T3eZ48yT1nn73XmZE8J+vsvZeISGXQklsRAcCdicBhQGfgXTN2Czkk2bb9gWXk+PdhByJS0cyImNHbjLEES2ofAJYCxwKt3LlByTwRERERqSmU0BOR/3FnFnAgkEdQAbd7yCFJ0bR/nlR7ZrQ14xZgMfA60A64CmjuzpnuvOpOMswYRUREREQqmxJ6IvIb7nwN9ADeB6aa0S/kkKRwQYVbkWrGjO3NONeMNwkKW5wPPAl0dqebO4+4szrcKEVEREREwqM99ERkK+78bMZJBFUinzSjHXBrer89yQS51hxogWboSTVh/0GOIgAAIABJREFURgQ4nKDAxekEzyjPA78DXnUnEV50IiIiIiKZRQk9ESlQegnb5WZ8CdxPUAH39+5sCjk0CWwuiDEr1ChEyii9X+fg9Fdrgv+m/wSMc2dliKGJiIiIiGQsJfREpEjuPJiugDseaG3GqfojOyMcACwgx7XsUKocM7YDTiOoUtsTWAGMBUa582mIoYmIiIiIVAnaQ09Etsmdl4BDgN2A98xoH3JIov3zpIoxw8zoYca/ge+AfwGrgZOAXdwZomSeiIiIiEjxKKEnIsXizidAN2AtMMOMw0MOqebKNUMVbqWKMGNXM24kKG7xJrAvcCOwszunuvO8O/FQgxQRERERqWKU0BORYnPnW4JN66cDr5sxKOSQaqpdgSZohp5kKDPqmnGWGa8Di4ErgBeBfdzp6s797vwQapAiIiIiIlWY9tATkRJx5xczTgdGAKPTFXCHupMKObSa5ADAgf+GHYjIZmYY0J2gSm0/YDvgJYK98l50Jy+86EREREREqhcl9ESkxNLJu2vTFXD/TlAB92x3NoYcWk2xPzCfHF8XdiAiZrQABhEk8toDc4GbgbHufB9iaCIiIiIi1ZYSeiJSau78w4xFwNPAFDNOdmdF2HHVANo/T0JlRm2CYhbnAEcR7K2ZC5wFzHLHQwxPRERERKTa0x56IlIm7kwGDgaaE1TA7RRySNVbrkWA/dD+eVLJ0lVqDzTj78C3BAm8JHAm0NydS9z5UMk8EREREZGKp4SeiJSZO/MIKuB+D7xrRu+QQ6rO2gIN0Aw9qSRmNDfjGmAOMBPoCfwVaOnO8e485c6mMGMUEREREalplNATkXKRXmp7BPAK8IoZF4QcUnW1P5AAPg47EKm+zKhlxulmvAh8Dfwf8CZwENDJnTvcWR5qkCIiIiIiNZj20BORcuPOBjNygC+Bx9IVcK9TBdxydQDwKTmuAiRSrtJVavclKG6RAzQCXifYF+85dzaEF52IiIiIiOSnhJ6IlKt08u4mMxYA/wDamjHAnfUhh1Zd7I/2z5NyZEYzYABBIq8LQUL+bmCMO1+HGJqIiIiIiBRCCT0RqRDujDZjMfAfYLoZJ7rzbchhVW25FiOYQTUm7FCkajMjG+hDUKW2D7ABGA9cBLyrwhYiIiIiIplNe+iJSIVxZzrBnlsNgZlm7BVySFVdB6AumqEnpWTG3mbcB3xDkGzfjiCp19ydC9x5R8k8EREREZHMp4SeiFQod74gSOotBt4xo0+4EVVpBwCbCKqNihSLGU3MuMyMj4DZwAnA34DW7vR2Z6w7v4QbpYiIiIiIlIQSeiJS4dxZCRxFMCPoBTP+GHJIVdX+wGxyPB52IJLZzMgy4wQzngGWA7cBHwGHA23ducWdJaEGKSIiIiIipaY99ESkUrizyYzBwBfAg2a0B65yJxlyaFXJAcDMsIOQzGXGngTFLQYAOwLTgQuAZ9xZF2JoIiIiIiJSjpTQE5FKk96b6y9mfAWMBNqY0d+dn0MOLfPlWjawN/BQ2KFIZjFjB6A/wV54+wFLgEeB0e4sDDM2ERERERGpGEroiUilc2ecGUuA54C3zPidO1+HHVeG6wJkAx+EHYiEz4wYcDTBbLyTgCTwNHAtMM2dVHjRiYiIiIhIRdMeeiISCnfeBboBtYD3zdgv5JAy3f7AL8DnYQci4TGjoxm3A0uBF4HmwMXATu4McmeKknkiIiIiItWfEnoiEpr0csDuwDzgTTNOCjmkTHYAMIsc156DNYwZDc34gxnvEfxbyQH+DbR3p4c7/3Lnp3CjFBERERGRyqSEnoiEyp01wHHAOOA/ZlxlhoUcVibaH/gw7CCkcpgRNeNoM8YB3wH3AV8RLLNt7c6N7nwZapAiIiIiIhIa7aEnIqFzJ27GBQTLSe8G2ptxqTvxkEPLDLlWF9gTGBF2KFKx0tWfBwODgF2A94DLgAnp5LeIiIiIiIgSeiKSGdIVcO9MV8AdC+xmRl931oYcWibYG4iiGXrVkhn1gb4EBS4OAb4FxgCj3PksxNBERERERCRDKaEnIhnFnWfNOBx4HngnXQF3cchhhe0AYA3BkkupBsyIAL0IkninESRsJwJ9gNfdSYQXnYiIiIiIZDrtoSciGcedDwgq4KaAmWZ0CzmksAX75+W4hx2IlI0Zbcy4GVgETAb2AK4GmrvTz52XlcwTEREREZFtUUJPRDKSO0uBQ4H/AtPMOCPkkMJ0APBB2EFI6ZhRz4xzzJgOLAB+D0wAurhzoDsPu7Mq3ChFRERERKQqUUJPRDKWOz8BJwD/BiaYcX2Nq4Cba/UJZnFp/7wqxIyIGYebMYqgSu2jwA8E/z3v4s417swJM0YREREREam6tIeeiGQ0dxJmXAJ8AdwLtDPjQnfyQg6tsuwLGJqhVyWY0ZqgQu3ZwG7AR8D1wDh3fgwvMhERERERqU6U0BORjJeugHu/GQuBcQQVcE+rIcsU9wdWAF+HHYgUzIztgFOBcwgKXfxIUKl5lDsfhxmbiIiIiIhUT1pyKyJVhjsvAD2AdsAMM9qGHFJlCPbPU0GMjGKGmXGoGf8EviVYFv4TcArQwp0rlcwTEREREZGKooSeiFQp7nxEUAH3F+A9Mw4NOaSKFlS4lYxgRksz/o9gCfhbwIHAUIIk3snuTKxBy8FFRERERCQkSuiJSJXjzjfAYcA7wBtmnBVySBUj1xoDu6P980JlRh0zcsx4DVgCXAW8DOwH7O3Ove6sCDVIERERERGpUbSHnohUSe6sM+NU4A5grBntgOHp/faqi/3S3zVDr5Klqyl3I9gX70xgO4Ik3hnAJHc2hRieiIiIiIjUcEroiUiV5U4SGGLGAuABggq457mzMeTQyssBwDJy/PuwA6kpzNiZX6vU7gHMA24BnnDn2xBDExERERER+R8l9ESkynPn7+kKuE8Bk804xZ0fwo6rHGj/vEpgRm3gRILZeEcTFLcYBwwEPqxmsz5FRERERKQa0B56IlItuPMqcDDQkqBYRoeQQyoPQYVbKXfpKrUHmPEQsJwggQfQH2juzsXufKBknoiIiIiIZCIl9ESk2nBnDsG+Zz8CM8w4IuSQSi/XmgMt0Ay9cmXGTmZcDXwKvA8cSbAP467uHOfOhGq0ZFtERERERKopJfREpFpx5zugFzAZeNWMc0IOqbT2T39XQq+MzMg24zQzXgC+Bm4iqJB8MNDRnRHpyskiIiJSBDOiQOOw4xARESX0RKQacmc90A+4C/i3GX81q0K/73LNgCuB1eT46rDDqYrSS2r3MeNvBEtqnwJqERS82MmdP7gzQ0tqRURESuQSYHrYQYiIiIpiiEg15U4KuN6ML4FHgbZmDHJnQ8ihFcfVBLMMIdfakuMLwg2n6jCjGZBDUOBiL2ABcC/wuDtLw4xNRESkKjOjBXBbvkNNw4pFREQ0Q09Eqjl3/k1QubQ3MM2MHUMOqWi5NoBgTzeAFHB2eMFUDWZkmXGSGROBb4BbCIqJ9ADau3OrknkiIiJldj+Qle/z9WEFIiIiYO5abSQi1V+66u2LQBT4XbqARmbJtaOBlwhi3Ox7oAU5ngwnqMxlxl4EM/HOIpglMBUYCTzrzi9hxiYiIlKdmHEs8HIBp45159XKjkdERJTQE5EaxIwmwESgC9A3ox5Ac21f4G2gNmBbnD2GHH+t8oPKPOn/D/sTzFzcF1gEjAZGu7M4vMhERESqJzPqAJ8DLfjtCq8UQbGpDlVkSxMRkWpFS25FpMZw50eCpbeTgBfNuDDkkAK5tjvwOpDN1sm8BHBepceUQcyImfE7M54mKHAxAvgU6Am0dWe4knkiIiIV5gZgZ7b+2zFCkOTT0lsRkRBohp6I1DhmGDA0/XUvcI074SxpzbWmBPu9taDwQkVxYMeaVvHWjM4EM/EGAjsCbwKjgKfd+Tm8yERERGqG9JYlc/jtdiBbSgB7uvN55UQlIiKgGXoiUgO54+4MAwYAfwSeNaNepQeSa9sBr1J0Mg+C39VnVkpMITOjkRkXm/E+wR8QfYHHCGbiHe7OSCXzREREKl76BeijQHFmgDyabi8iIpVECT0RqbHceYJgCe4hwJtmtKi0wXMtC3iGYD+/opJ5EPyu/n2FxxQSM6JmHGvGeOA74C6CvXp6A7u582d3vgo1SBERkZonBziMbT+nxIDDCfa4FRGRSqIltyJS45nRlqAC7nYEFXBnV/igudYSWEqwoXQCyGLr/fO2tCc5PreiQ6ss6WU8g4FBBHvzvEtQpfYpd9aGGZuIiEhNZkaU4CVbkxJc9gPQPLRtTEREaphtvW0REan23FlgRneCGXNvm3GmO5MqdNAcX0auHQp0AHYH2qZ/7kiQ3INgiUucYN+aKMF+ctdUaFwVzIwGQD/gHOAg4BuCKrWj3PkizNhEREQk4E7SjHuBAwo4vT1wJPAG/GYbjPeVzBMRqTyaoScikmZGNsFeMYOAq4C/uRdr35jyk2tvAV8BDwBtCJJ9bYA9gKHk+NRKjaccpN/yH0GQxDuFYCbifwhm472hh38REZGqI120ag5BIYxqs3JARKSq0Qw9EZE0d/LMOJdg/7b7gHZmXOFOolICyLUosC8whhyfBcyqlHEriBnt+HVJbUtgJnAl8KQ7a8KMTUREREREpCpTUQwRkXzSFXBHEFRXPQ943oz6lTR8R6Au8GEljVfuzNjejPPMeAv4guB/w3FAJ3cOcucRJfNERESqKLNaJzGxfjabwo5ERKTG05JbEZFCmNENeB74nqBYxtJyHqARwRLU04G21KYhzWnCUm4jyZO4zynX8SqIGRGC6nbnAKcRzP5+DhgFvFZpMxxFRESk/Jm1Jqh42w/Ya/Ph9dT5vC4bxgC5uC8OJTYRkRpMCT0RkSKY0RqYRFDl7QR3PiiHTg24GrgFqFVEy1eAs3H/vsxjVgAzdidYUjsYaEWwRHgkwZLalWHGJiIiIuXA7GLgHop+XtkEDMH9ocoJSkREQAk9EZFtSldmnQD0AAa482wZO3wMuKCYrRcCh+H+TZnGLCdm1COYhXcOway8FcDjwGh3Pg0zNhERESlHZtcCt5fgimtxv7OiwhERkd9SQk9EpBjMiBFUnr0Q+BNw51YVcM1qAQncC6/aatYLmFLC4Ufhfk4Jryk3ZhhBMvNsgr0FawEvEMzGe8WdeFixiYiISAUwa0bwUnG7Elz1C7Ab7j9UTFAiIpKfimKIiBRDeh+4i4GrgBHAYyPtnHqY9cXsGcx+ATYCCcwWY3YXZvsX0NWwUgw/ELM2pQ6+lMxoZcZNwAJgOrAP8H/Azu6c6s4LSuaJiIhUS5dRsmQe6faXV0AsIiJSgFjYAYiIVBXpGXn3mrGwKx89eSRv5BBUpd1SK2AIMASzkcDFhu8GdL+Suw/5PNKJr2LtWU9dUh4h2/Jo5t/TKf4xHZlPFz7lcKZTh42b+4sCBwBflTRmM84gmEkXT3/lpb82bfF9Q/rnOLBj+r72AlYCTwCj3Jld0vFFRESkSuqwgqZMoyfz6MQ8OvN59p6spQFxzyLL4jRgLXvkzaETc+nEPHoyjWb80CHswEVEagotuRURKSmzLgmi78ZI1iuq2Ze0ZRz9GZ11/vqF8V3rZmeT6txuU6TjXtm0a2/UqweRCOTlwfLlMP/TOPPmOMt/zKZedD0npibS18fTh5fIInEm7uNLHip/AB4pxV0uBy4BXnQnrxTXi4iISBVjxg7AGV1jc4Z/kuy0I0CbXeN02itGh05RdtgBsrIgHodVq+CzuUnmfZrgq6VZAOwVnfv97ESXocBT7qwK8VZERKo9JfRERErK7CXguMJOL6Ulf7ZbGOMDabZDgtP7Z9O3LxxyCESj2+5++XJ4+mmY8EScd97Pol1soW+fWH3Rf9nvsa327dtmqMSAT4D2BDP9tiUFzAUOdeenkowlIiVnZrWBJ4FOBDNlVwAXufuC9PkDgb8R7F1ZGxjp7ndso8/hwJ+Bfdx9dvrYa8BOBP/GfwYuc/ePCri2D7C5/yHu/mr6+LnATu5+W9nuWEQykRl1gSuiUW6IRqnzu+Pd+p1p1qcP1Cvy9WVg3Tp46SUY/6T7pBfNk0k2JJPcCtzvzvqKjl9EpCZSQk9EpCTM9gVmFXQqTozhDOWuyLXstJPxl9uz6N+/eEm8wixYAP93Q8onPBWxrCxmxeOc49iXQB/gYIL9ajakY3oe95+3DpkjgcnFGC5BkMzr6c6a0kctIsWVTugdAbzs7m5mlwCnu3vP9PnZwJ/d/Xkz2wH4DOjp7vMK6e9Agr06OwEn50voNXT3NemfTwGGufveBVz/IXBq+uOz7r6/me1IkHQ8yt0T5XXvIpIZzOiblcUDkQiNr72W6JAh0KBB6ftbuxbuvhvuuINkKsXKeJxL3Hmq/CIWERFQUQwRkZLqXNDB79iRw6PvcE/29dx2ZzafL8xiwICyJfMA2raF8RMi9v770LWr710rEp89hoGrgGcI9um7ELgSGAuswCyX4I/v/KYA70CRs/sSBImCI5TME6k87r7R3V/yX9+wvge0zt8EaJj+eTuCPS8LXMZmZnWBB4E/FDBO/n/XDSj890GcYA/NzWMB3Av8Sck8kerFjFgkwgPA+AEDaLp4MdGbby5bMg+C62++GRYtIjpgAE2BCZEID6ZXDYiISDnRDD0RkZIwOwOYkP/Ql7Sld2waWTs3Y+KLWey5Z8UMHY/Dtdc4991v3Mb1XM+Iwpp+Cxxt+CpgAHA20LGIrhPAl8Bh7vxYnjGLSMmY2ePAKne/PP25K/AcYEBT4A/uPqaQax8EZrn7SDNbTL4ZeunzY4Be6Y993P3TAvroAdyV/nglsANwpLtfWR73JyKZwYzasRjPR6McMXo00X79Km6s8eNh8GCSySRTEglOdP+16peIiJSeEnoiIiVh1hhYBGwPsIYGdIvNol6nXXn1jSyaNKn4EB54AC67DB5nAAN4osA2S9h13e4srJsi+jMwjqDSbV/gcn5b4TwBLAR6uLOigkMXkSKY2Q3ACQQJtPXpY08Cz7t7rpntDkwHjtlyya2ZHUWwL94J6c+L2SKhl6/tYKCfu/fZRjzbAy8BxwIXAIcA3wNXubuK5YhUUWZYJMKYOnXoP2UK0QMPrPgxZ86EI48kuWED41IpBpV0T2AREdmaltyKiJSE+0rgfoAkEc6MPMXPjXbl+ZcqJ5kHcOmlcNWVzvmRf/M+BxTYphVL6/2T8/8ONHfnInfeB/4CrMvXLAEsBQ5XMk8kXGZ2NcHedcflS+Y1AU5x91wAd19IsCT3kAK6OALY18wWp5N5uwAvmdkJWzZ099FALwteUBTlNuBWgmIaJ7n7GcBK4KxS3KKIZI4h7gx46qnKSeYBdOsGEyYQdWcAcFXljCoiUr0poSciUnK3Aa88xB+ZGjmC/7yQRYsWlRvA7XcYh/eK0D/2NPFCtqQ5h1G7urNh8+f03njXE+ydlQC+JpiZ911lxCwiBTOzq4D+BEUn8u91txr4xcyOSLdrAnQD5mzZh7tf7+4t3L21u7cm+Pfdx91fMLOGZrZzvvFOJkjMFbgXX7rNQUADd3+FYD+9zbNpUkAxal6KSCYyo7MZd4wYAccdV7lj9+kDI0aAGXeaFbwnsYiIFJ+W3IqIlMLB9m69ubGu3593ad2699wTTgwLF8Ie7VP8Pfl7zudfBTWZjPtR+Q+kN6T+AGgMHOzO15UQqogUwsx2AZYRLH3fXKV6k7t3S5/vDdxOsFQ+C/inu9+TPnchsLO7/7mAfheTXnJrZq2Ap4A6BAm5H4CrC1qOm742i6Ay9unu/kP62D+Bg4AfCWYNri6H2xeRyhDsxXkgsN2ekXkDk+06dJk7z2KREKZ2pFLQqRPxBQt4PpHg9MqPQESk+lBCT0SkFMwYUqsWty9ZQnTHLWvKVqLfX5Di1VHf8WWiNdnEtzz9EO6XbHnQjGOA/wCvAw8Dr7uTqvhoRUREpFKYxYAhwLlAe4CP2YuufMzTT8Npp4UX2jPPwOlBKm9vdz4JLxIRkapNS25FREohO5uzzz67dMm8J598kh49elC/fn3MjEQiUeo4rv1ThKWJnXmnwC21qIOZFXC8I1AL6AO8Aiwx409mNCt1ICIiIpIZzHYApgEjSCfzAMbRn91b5nHKKSXv8rrrrqNLly7Ur1+f5s2b079/f5YtW1aq8E45BVq2JE6w1YCIiJSSEnoiIiVkRsO8PDofddS22xakUaNGXHzxxdx3331ljqVtW2jVfBPTObyg0+cSVLUtSJJfq93uQlAwY7kZ48043IyCEoEiIiKS+Z6ggOI502O96X1cNqVZamtmjBo1ih9//JH58+djZpxwwlY1d4olEoFjjyUrO5sjS9WBiIgAWnIrIlJiZhwPTFqxApo2LX0/06ZNo1evXsTjcWKxggtbFMfgQSmW5b7NlGSBSb0VwO64/7L5gBlXAHcQ7Me1pQRBou8r4AFgjDvaK0tERKQqMDsEeHvLw+upQwP7idFjY+TklH2Y2bNns88++7Bq1SoaNWpU4uufeAIGDiTpTn131pc9IhGRmqf0f0GKiNRcLbffnkTTppnxO3SPDhHejbYO5txtrdl0Druwp/FKvmM7FdHd5ntqA9wD3GnGS8A/gUXlEK6IiIhUkOXsNKR5AcXrv2MnEh6jffsCLiqF1157jVatWpUqmQewxx7gThTYET1fiIiUSkb8MSoiUsXUys4mY6Y3Z2fDJrILPT+O/ncBd5Wi60j666T0l4iIiGSwGXTnVP6z1fFN1AKgVq2yjzF58mSGDx/OM888U+o+sn99bCmHiEREaiYl9ERESm7Dxo2YOxRYcqKSrV8PtdlY6PkTef7iR7nwzXyHBgJXUfCS2802L71dRLAXzyRgXdmjFRERkYpyAB9cD5y15fE6bACCZ4aymDRpEgMGDGDs2LEce+yxpe4nXxyFP8CIiEiRlNATESm5z3/5hdjixbDbbmGHArNnJemQmFPY6fl9ePlRd1KbD5gVsBbnV0kgBYwH/g7McM+c2YgiIiJSBPt6GNCPLf7Oa8E3bBfdwOzZdejWrXRdP/HEE1x88cVMmDCBY445pkxhzp4N0Sgbk0m+KVNHIiI1mKrcioiU3MxIhPj06aW7OJlMsnHjRvLy8gDYtGkTGzduJJVKbePKraVS8Ob0FIenphZ02oEbcN9Wx4n090XAtUBzdwa6866SeSIiIlWI+wLgsS0PZ5HgYN5l+rSSP2sAPPjgg1xyySVMmjSpzMk8gGnTcDPecSde5s5ERGooJfRERErInY3Z0eSHk14oXZnwxx9/nDp16vzvgbhevXrUqVOHN998cxtXbu2DD2Dl2iwOZ6vs4npgEO4TC7k0RpDISwITgSOANu7c487KEgciIiIimeIy4OEtD/ZMvsHkV5JsLMUi10svvZR169Zx3HHHUa9evf99vfXWWyXua+NGmPJq3PomnjDM6pQ8GhERATAv3d+jIiI1l9kxoxk0/hwb1WDuXKNjx/BC+d1xCb6f/CnvJ/YlvZ3fUuBp4BHcvyzoGjO6EiynfR4Y6V7kElwRERGpisyOBM4BTgS2/4adaRNZxJ33ZXPppeGF9cADcM0VeXyV2o0WLJ8HHIf70vAiEhGpmpTQExEpCbMzgHFJItG9Y/PofFJbxj8dDSWUmTPhoIOgH09e/iT9ZwGrgM/QL3YRERHZzKw20BHYbncWXvRzk9Z9lyyxWN26lR/K+vXQZtc4Z658kHu5avPheUCXYmwRIiIi+SihJyJSXMGykIXATgATOYlTmEhuLvTvX7mhrF0L++1HYulSPozHOVh73YmIiMi2mLFTNMpXAwZQZ+RIzKzyxnaHc89O8cwTG/gi2Yad+D7/6YG4j628aEREqj7toSciUny/J53MAziZ57iCezn37CQffFB5QSST0K8fySVLWBOPc4aSeSIiIlIc7nyXTNJv9Gi4777KHfvee2H0GBiX7LtlMg+CZywRESkBJfRERIpvvy0P3Mk19EhM48Tj4nz0UcUHEI/Deefhr7+OJxKc4M7XFT+qiIiIVBfuTAKuHzIEHzmycsYcORKuuTrFCK7jeF4qqEnjyolERKT6UEJPRKT4ElseiJHkqdSpdFzzLj0OTjBhQsUN/t130Ls3ybFjyUulONmd9ypuNBEREanG7nBnxLnnwjXXBC8MK0I8Dtdc7Zx7Llznf+Ua7iys6fKKiUBEpPpSQk9EpPheLehgA37ileRRDNr4D/r1g/79kixcWH6DxuPw6KPQuTOJGTNYnkzS3Z0Xy28EERERqUnccXduAM6+917yDjiAxNSp5TvGlClw0P5xHro3j1EM5lZupIgt++4v39FFRKo/JfRERIrvKYc5BZ3IJs7DXMx/OJkPn11Gh/ZJLr/MWby49INt3Ajjx0OHDsQvuojkqlU8Eo+zlzuVsLhXREREqjt3RieT7Dt3LtOPOAKOOYbku+8GBSxK2R/vvgvHHZ3gyCOhydzpfJDal8GMKfSaebDCYEYpb0FEpMZSlVsRkWIysxa94OkJcFCTItrFifEPLmB47BZfkWhs++5LPCeHrKOPhvbtoVatgq9zh2+/hQ8/hKfGp3huYoqf18eIRnkqmeQGdxZUyI2JiIhIjWdG76ws7o7H2WuXnZPJM3Oi0ZNOgi5doEGDwq9buxY+/RSeew7GPZFMfvNtNNoytvz7fyUGNz2KyUVOIPkGPtkTdlwTTDS5HHjS9QeqiEixKKEnIlIMZnYm8Hfghwvh2r/DpcARRVwyYyG7XdiGhS3M6Fs/+svZaxPbEbEUbXeN065jjO3qR4lEIG+Ts3xJnPmfG2t/yQKge+x9+iWeYD9mXXeov317JdyiiIiI1HBmGNB1EKOfeCvriI6L4i0B2LlJHh07G42aZpGVFWwHsvqHOPPnOst/zAZg96ylHBqfOn8Mg88CZjt2EPAH4CSgYb5hksBUYCwwxqABcDtBpduXgIvcfWkl3bKRPGfsAAAgAElEQVSISJWlhJ6ISBHMrBHwMLA5oXeNu/+SPrkb0BfoDtQD1gPvAxNw/yJ/P5us1g9f0L7JPDoxn44soC0bqEOSGLXYSDNW0Il5dGQ+nZlLU37cfOmFuD9aKTcrIiIiAmA23qHvInZjPh2ZRyc+owM/UZ+4ZZPledTnJzrw2f+eX3ZjERY8A/Xboq9sYB+gPrAJmI/7D1sPaYcDjwEtgP8DHnT3ZIXfq4hIFaWEnohIIczsKGAkEAXOdfeXy9DZf4CTS3iVA3vj/mmpxxUREREpKbMrgHtLceUVuJe6wIWZ1QZuBP4E/Bc43/UcJCJSIBXFEBHZgpnVNbO/Aa8RbNK8Z5mSeYFhBAm6knhayTwREREJwaPAtyW85tv0daXm7hvd/UZg3/Sh/5rZX9KJPhERyUcJPRGRfMxsf2AWMBgYCPR195Vl7tj9Y+C2ElyxBLi2zOOKiIiIlJT7BuAiIK+YV+QRbBOysXyG90+Bg4EhwBXAx2Z2WHn0LSJSXSihJyICmFnMzG4imJH3LdDF3ceWa6W14I3z+cDP22j5GtAd98XlNraIiIhISbg/BxxJ8JKxKEuA3rg/X77De9Ld/wZ0BhYA083sUTNruI1LRURqBO2hJyI1npm1Ax4HugLXA/e7e6oCB6wLHA/0TcIen0OXpjC/KYwn2Ex6foWNLSIiIlISZjGgF9AP6LYJGnwBLRvD0zsHRSym4p6o2BDMCAqU3Q8kgEvc/dmKHFNEJNMpoSciNVb64fAPwN3AF8AAd58bQgwbCTZ9frwyxxYREREpKTPrDMwh2GO4sp+bGgN3AWcDEwkSe99UZgwiIplCS25FpEYys+bAi8BDBG97u1X2QylAeknvamCHyh5bREREpCpx95Xufg5wFLAXMM/MLjQz/V0rIjWOfvGJSI1jZqcBnwJ7AIe5+w3uXtxNnyvCKqBRiOOLiIiIVBnuPhnoQlBV90GC/fU6hhuViEjlioUdgIhIZTGzBsADBNVr/wEMcfdtFaioDKvQDD0RERGRYnP39cC1ZvYk8E9gtpndCowo8EVtrtUGjoVIPyLZe4PXB5LAT6Q2vQVMAN4ix5OVdxciIqWnPfREpEYws57AaKA2wX51L4Qb0a/M7HngJ3cfEHYsIiIiIkUJcw+9wlhQuOMK4GZgIXCBu88AINdaQOSvmJ2Gp+rSpHuCZj1iZDUAT0HeKlj+cpyf5mdhWSvx+EhgGDn+S3h3JCKybUroiUiVYMOtLnBcxCL9siJZ3Ryv5+4WscjPiVRiVtKTTwIv+tDfPnyZWW3gVuBK4Dng9+7+Q+XfQeHMbBTQzN37hB2LiIiISFEyMaG3mZntTrAM90jg4cX3M7VV09i/qduiDh2uyqLlaVC3RcEXr50PSyfA/LsTJDcuw+MnkJNZ9ycikp8SeiKS0Wy47RixyJ2GnZHyVO1Ddz000Xv33rFGtYMt59ZsXMOUxVMS0xdPj0YskgdMTHryKh/qy82sKzAW2BW4HBjlGfhLz8zuBbq7+0FhxyIiIiJSlExO6AGYmQEDBxzCQ6MutHqR3fq7HfiokVWveB2s/xreOj3Jqlnr8cSR5PgHFRqwiEgpKaEnIhnLhtvhsUjs2WbbNat//aHXx07reBrNt29eYNsVv6zg2fnPMuLtEfFvfv5mfeKlxNO8xyDgPWCwuy+q1OBLwMxuAga6e/uwYxEREREpSqYn9ADItSZOdBltL6htBzwMZiW7PrEepvVJ8uO7C0jFO5HjqYoJVESk9FTlVkQykg23PhGLvH58u+Mbzrt4XuySAy8pNJkH0Gy7Zly4/4V8etGnWad2OLVB5JjIefTkSaBXJifz0lTlVkRERKT8XGNZ28dsnzsKTOb16NGDJk2aMGzYsIKvjtWF/R+KkkrsAfSt0EhFREpJCT0RyTg23OpmRbJGn9HpjNgzfZ+JNKjdoNjXbl9re8adPo6BXQd67IjYiQyjbgWGWl5WATuYmX4ni4iIiJRFrjXDopfT+YYYWdsX3CQ3l7vuuqvofhp2hlb9UkSybiVXz2giknn0i0lEMtGFEYs0uu/Y+ywaiRbYYOzYsXTv3p3u3bvzxhtv/OZcxCLcffTdlh3NrgdcVgnxltUqgt/HBT91ioiIiEhx7YMna9Hm3EIbtGzZsng9tTkvQiq+O9CkfEITESk/SuiJSEax4VYnFondeOmBl0Z3qrdTgW3WrFnDHXfcwdSpU3nhhRe44oorSCaTv2nTuG5jhnQfEo1FYtfZcKtfGbGXwar09x1CjUJERESk6msEBtnl8FhVq+nmn/SMJiIZRwk9Eck0uydSiUYD9x5YaIOZM2fSo0cPateuTZMmTWjZsiVfffXVVu0G7jWQRCpRD8j0YhOr09/1sCgiIiJSNj+DQ2Jd2XuK/7T5p5+KaiYiEgYl9EQk0zQE2KFO4bmtlStX0qjRrzUkGjVqxMqVK7dq17hu4/81KdcIy59m6ImIiIiUj7lgKZY9W/aelj0DlvUj8EPZOxMRKV9K6IlIpvkJYO3GtYU2aNy4MatXr/7f5zVr1tC4ceOt2q3ZuGbzj4V3lhnWAo4SeiIiIiJlk+OLgcf55M9xUvECmwwePJg777yTMWPG0Lt374L7Wf8NfPFwCo/fQo4X3JGISIiU0BORTLMoFon9PH7u+EIbdOvWjbfffptNmzaxatUqli5dSps2bbZqN37OeKIW3QB8WYHxlpm7J4E1ZP5MQhEREZEqwG9m/bIIn99f4NnRo0czd+5cFi5cyOTJkwu4PAWz/+QEM/Meq9BQRURKSQk9EckoPtTXJVKJ2++ecXdy5fqtl9ECNGzYkCFDhtCzZ0+OP/547rnnHqLR31bDXbtxLX99+6+JpCfv8aG+usCOMssqNENPREREpOxyfCH4UD66BubcGiToiiuxHmYMdhbnpvD4heT4xooLVESk9JTQE5FM9Le8ZN666yZfh7sX2GDQoEHMmDGDGTNmcNRRR/3mnLtz09Sb2JDYsAm4pxLiLQ+rUUJPREREpHzk+K3AFXxyU4o3jkzy3WRIJQpvn1gPS5+Gl7smWDJuPfgJ5PjESotXRKSErLA/lkVEwmTDrZ9huYO7DraH+zxsdbLqFOu6TYlNXP7K5f7orEcBzvGhPrpCAy0nZvYq8I27nxt2LCIiIiKFMbPOwBxgT3efG3Y825Rr3YhkPUoqvjdZDRO06hej6SGQ1QA8CXmr4dtXU3z9nJPKi2Cx1/D4H8jxJWbmQCN3X7PNcYrBzPYEJrl76yLanAlcB8TSh0a6+93b6Pdc4EqgI3C1u99XHvGKSGZTQk9EMpYNtxOiFh3XZoc2tf582J9jJ+5xItvX2r7Atuvy1vHiFy9yy5u3JD778bN40pODfKg/Xckhl5qZjQPquPvJYcciIiIiUpgql9DbLNfaAWcQyR5AKt4ePL1fSyROJPo+qXgu8Cw5/t3mS0JK6B0CfOXu35lZA2AWcL67Tyvimr2BPOB64L9K6InUDEroiUiZmFk94BlgPyDm7g2LcU0EuB/oQ1Dd9T53f7DAtsOtdSwSeyiZSh4Ti8SsT7s+9N69d6Rh7YYYxpqNa5i6eGpq0heTPC+ZZ7FIbHI8Ff+jD/UF5XibFc7MHgK6uPthYcciIiIiUpgqm9DLL9cMqA0kyfG8wprlT+iZ2f7A34B6wEbgSnd/x8xiwItAY6AO8DFwgbv/ku5jGHAW8BPwMjCgqIReATFMAp5291HFaDsKmK2EnkjNoISeiJSJmdUCDiEo6jCtmAm9QcBg4GigAfAR0Keoh0Ibbo2BU7IiWTnAfolUoi5gsUjsF2B2PP1W1Yf6D2W+qRCY2S3Aye7eJexYRERERApTLRJ6xbQ5oQesBxYQJOpeNbNDgaeBtsAvwA7uvtLMDHgYWOLuI8zseOAOoDvwM/A4cGhxE3pm1gl4C9jb3b8uRvtRbJHQM7MLgZ3d/c/FvG0RqSJi224iIlWVmZ0EjCCYgv8KcB6wP5AF3Ac0A2oBj22eIZd+cPk/4GSgKXCzu48sbAx33wRMMbPWJQitH/APd08Cq8xsPNAfuLHQcYb6SuCf6a/g/oab5d2UV/XfSuRap2GnsvOyVbQg184keIM7kxwvuMyviIiISCWy4ZZFkJRqxnm0YwbQkf1suH3hQz0ecniVYQ8g5e6vArj722b2PdAVeBe4Mp28ixG8rH43fd2RwAR3/wnAzB4FDi3OgGa2C/AccGFxknmFcfdHSnutiGQ2JfREqikzawb8GzjE3T8zs3MIlgJEgXEE0/0/M7O6wHtmNtPdP0hfvsndDzSzDsAHZva4uxdRFqzEdgWW5Pu8GDgoHfeJwInufv62OvGhVXiKca51BPoSyT4LaDf0NEgRA5LjglXIlmRc1hQ8MQ6YSI6vDjVeERERqVFsuMWAXob1jUVifROpRH2ArFZZqXjLOMDoWCT2gA23CcAEYKoPLdfnxUy3+Tk0BzgCONzdfzKzy9Kfi7qmSGa2MzAZ+Iu7P1XmSEWkWlJCT6T6Ogj4xN0/S38eDTxCMCOvM/BksCoAgO2BTsDmhN4TAOmEXwLYCSj1m8GScPfngecrY6xQ5FodsDuBP1KrSZxWZ2axa19ofACRaG1wT1dbeyXKknFHsPyVI4H7ybXzyNEDnYiIiFQ8G27tsiJZ4+Op+D5dduwSz9kzJ+u0TqfRumFrYpFYJJFKsHjNYp6Z90z93Dm5gz/5/pPzsyJZH9lw6+dD/cuw468AnwMRMzvK3V83s4MJno9nA/sAP6aTedsDZwNL09dNBu4ws3uAdcDvtzWQmTUH3gBud/fR5X8rIlJdaA89kWoqPdPtSnfvlf4cATYA+wKvuXuLQq77TTUvM/sR2N/dF29jvNYEe3YUZw+9F4HH3f3J9Oc7gDx3L3TJbbWQa02wrNeIZO/FgY9EadUfItGir8lbAx9d63z1DwNuA24kR7+4RUREpGLYcOsZteiLnZp2yh576tjYXjvutc1rPvn+E8569qzE/B/m5yU9ebwPLbwia1WyjaIYV6WX3jYgKBDXEviBoCptK3c/Od3HMEpQFMPM/kEw6y9/YvT+orbAMbOzgb8Q7PcXJ0genuDuH2kPPZHqSwk9kWoqveR2PnCwu3+eLkQxGmgHvADcsfnBwMzaAqvcfVUlJfTOBgby26IYv3P3T0txq1VDrkWJZH1ErWYdOXJKjPrtS3b9VyNh5nkOfj05fnvFBCkiIiI1mQ23LhGLzDq5w8nR3FNzI7VitYp97abEJnKezUlN/GxiMuWp/XxoNX6uExHJAJGwAxCRiuHuK4DzgYlmNhvoQvC27kfgd8CpZvaJmc0F/gXUKe1YZvYJMAOob2Zfm9nj27jkceAzgjePHwD3bE7mmdmJZvbPoi6uos4kldiTI14rNJk3duxYunfvTvfu3XnjjTd+e7LNObDnnw2L3USuNaqEeEVERKSGiVr0Lx2adLAJp08oMJnXo0cPmjRpwrBhw7Y6VytWiwmnT4h0aNLBoha9pRLCFRGp0TRDT6QaM7Pt3f3n9M8nA391944hh1Xz5FqMSNaX7Nq3FQePtYKarFmzhsMOO4z333+fdevW0atXL2bPnk00mm9Jbt5amNgyQeLn28mp5suTRUREpFLZcNsP+HBiv4mc1OGkAtssW7aMN954g8WLFxeY1AOY+NlEThl/CsB+PtT/W1HxVmVm1hUYVcCp0e5+byHXnA9cUsCpS939rXIMT0SqCM3QE6neLjWzj81sDnAtwf4dUvmOIhVvzZ5DC0zmAcycOZMePXpQu3ZtmjRpQsuWLfnqq69+2yi7AXS8JoZFryDXCu1LREREpBQu7ty0c+LEPU4stEHLli232clJe5xE56adE8AfyzG2asXdZ7t71wK+Ckzmpa/5ZyHXKJknUkMpoSdSjbn7be6+t7vv6e4Hu5f+LamZfWhms7f4eqKI9n0KaD/bzPqVNoYqrCXR7RLUb1dog5UrV9Ko0a8raRs1asTKlSu3brjDvuDJ7Qg2ZBYREREpF1mRrNbdWnSLWRnfGZoZB7Y4MBaLxFqVU2gZI/18+9/0M+0cMxuc79w0M1uU75n3yiL6+ZOZzUu3e8/MDsx3rlv6hfwXZjbFzAorZDfMzNzMTsl3zNIxbN4Le2j+rWzM7ND0NT3zHXvEzLREWqQKioUdgIhUDe6+fwnbvwS8VEHhVDVRrOj3J40bN2b16tX/+7xmzRoaN268dUP7369t/f4WERGR8hSLRqLbblUMUYtiWFa5dJYhLMh0jgV6uvsn6YJwn5nZs5u3uAGudPeJ2+inK3Ax0Nnd15nZAOBB4EAziwBPABe4+1Qzuxq4DzijkO5mAecC/0l/PpJgv+zNb4mnAv/O174XMBPoCUzLd+zCou9eRDKRZuiJVHFm1niLGXBfmFnCzHZIn5+Z79yc9Fu5vQrpq9A3gnpbWCYrSPwcY+MPhTbo1q0bb7/9Nps2bWLVqlUsXbqUNm3abN3w5y+ASBxYU2HRioiISI0TT8WXf/bjZ8ny6OuzlZ+l4qn4N+XRV4ZxoGH65/rASmBTKfrIArZLf24IfJ3+eT8g4e5T058fBU4ws9qF9PU20MbMdkp/PpffJvDeA3Y2s13Sn3sCN6e/Y2bNgV0JituJSBWjhJ5IFefuK/PvowE8Brzs7qvS57vlOzcMmOPun2zZT743gle4e3uC2XX3betcITa/Ldxs89vCzaaSfpBIy/+2MP+xKUXffZXxKhZbzfw7Cm3QsGFDhgwZQs+ePTn++OO55557flsQAyCZB/PuiIM/To4qGomIiEi5GvPW0rei7339XqENBg8ezJ133smYMWPo3bt3gW1mLJvB20vfjgBjKijOUHhQTbIf8KyZLSFIpg1297x8zUaY2admNt7Mdi+kn4+Be4FFZvY1cCVwafr0rsCSfG1/Bn4Cdi4itLHAYDNrCBwAvJrv+jzgXaCXmdUCdkuvotklnSTsBcxw943F/h9CRDKGEnoi1c95wL9Kca6oN4J6W1gWOb4OT/yFzx9IsuG7QpsNGjSIGTNmMGPGDI466qitGywaBRuWR8BvrrhgRUREpIZ6JSuS9cGNU24sdJbe6NGjmTt3LgsXLmTy5MkFtrlx6o3JrEjW++RLLFUHZhYDbgROdfdWBC+sHzezJukmA929A7AX8BYwqZB+dgNOBdq6+y4Eyb3xZQhtNDCYoPjdBCC1xfnNL9K7Ae+nj70HdE8fn4qIVElK6IlUI2Z2MMGeGVs9QJhZS+Bwgrd4BSnqjaDeFpbdI3hyJW+ekiCvFKtlV7wF/x2SAH+UHF+y7QtEREREis+HusdT8evfWPRGdNi0YXgJFwO4O8OmDWPKoinReCp+gw+t2qsJzGxQvm1rzgG6Aju7+5sA7v4BwVLZfdKfl6W/u7s/COxuZgVsiMxpwKfuvjz9eSRwiJllA0v/v707D/azqu84/v6QRTCkgGgkbIYaoYKSFBJkG0kAp6KWAgFiApbNIbQDisqMHUYJwVp1bLVlbGWxQFKJQhsFhQCKxrRpZEkgpE0NCbIECJBCjDGh2e799I/n/Mjj5XdXLsm9yec1k+E+5zznPCf3H775ng147TIRSUOBPYCVr+ulsP08VZw+tfTV1hyq2Ho8W8/Nm1sr21F2xETsdJLQi9ixXATMsL2lSd35wF22X25S92bIbGHdZL+Kt5zI6oWruffILazu4oXDNjz+LfjZSa20/N9s8Ofe3IFGRETEzspT/TNgyrS50zxp1qTWNRu6Ngm5ZsMaJs2a1Dpt7jQDU0o//ZrtGbVjbW4GngWGS3ovgKSRwLuBxyUNlPTORltJE4CXbL/SpOsnqRJ4u5fnjwHLyoT3QmCQpPGlbgrw4y5Mcn8R+ILtJ5rUPQwMo4rJf1HK5gIfB4azNQ6PiH4mtyRG7CBKUHA21Wq4tnUCLgD+ooMuOpoR3LuDuqZsP1/OF5kKHNvklTlUCcgVNJ8tPL+DsfZPk72EmTqS9Stmcu+Y4xl2QisjJg1g/zNg17dvfc+GNf8FK26Hp2/dzPpnBoK/DFzD5KbJ2oiIiIhe4am+QdP0zKxfzbr1rmV37THh0AkDJh42USf/4ckMHjD4tfc2tWzi/ifv57Ylt3nW/8xq2diy8bfAOZ7qHWqrbYPtlyRdDNwuqZVqccyltldIGgLcXXaetFKdHX1qo62ka4CVtq+jupF2LLBA0kZgPTC5fKO13Hp7fdm1shL4RBfGtgBY0E7dZknzgFG2l5ayZSWen2d7c49+IRGx3am7S6kjom+SdBFwge3jm9SdRLUEf4TttivlGu/sAiwHPml7jqQrgKNtn9lRXZN+rgb2tH25pDHAEbZvkDQCWGR7z/LeIOA3VIHKqbaXSjqYarvwvsBeO2yAMVMDgAlowCTsjwCDGHLAZgbtAa1bYOPLYuOqQewyaBWtm2cCM5jsR7fzqCMiImInoml6O3De4AGDJ29q2XTEkEFDtgwfOrxl98G7a92mdX7hdy8MWL95/cDBAwY/sqll00xguqdus50gERE7vST0InYQkuYDN5YtAW3rZgLLbU9tU34J1VkgV5XnY6guvHhtRrBxHkhHdW36vJqS0GtTPoJaQq+U3Us1Wzi8VvYC8JjtD3f3d9AvzdRQqq0WI4E/ADZTnU84D5jP5OYJ2IiIiIhtRdN0EPBRqq2bQ6hWla0C7vZUP7U9xxYRsbNKQi8iIiIiIiIiIqIfyaUYERF9jCSX24F7q7/3SXq6k3fGSpov6VVJd3Sx32GS7pW0XNJ/S/pgrww4IiIi+jxJ75f075KWljjgJkm7ddKm2/FGREQ0l4ReREQAvABcDnymG22+Cjxg+z1Ul67MLGcjRkRExI5vA9WlEH8EjKLaivv5Ttr0JN6IiIgmktCLiOjDJI0pM9mLJT0k6bhSPlDSfZIWSFoiaWa5Ya3R7uqycm4h8PHOvmP7OdsPARu7MbyzgetK+4epzlY8oTt/v4iIiOh9kv5M0q8kPSbpa5JeljRC0nsk3S3p4RJbXFprY0lXlnjjKUkXdPQN28ttLy4/twAPAyM6adOTeCMiIppIQi8ioo+SNBj4ATDN9uHAZ4FZknYHWoDJtscA7wN+C1xW2n0UOAs4EhhDJ8F1D8e2NzDI9ou14qeBA0v9NeXSlYiIiNiGJA0DbgJOtz0KWArsDQwAvgd8zvZY4GjgYklja8032j4KOAW4VtLALn5zCPBJ4M43MO4xkmb3tH1ExM4mCb2IiL7rEKDV9n0AtucBLwGjAQGfkfQosJjq5rnRpd1JwO2217q6+ej6bT1w21fZvm5bfzciIiI4Glhse2l5ng5sAt4CHAZ8X9IiYD4wFDi01vZWgNJ2C7BPZx8rE5C3AT+x/cOeDtr2Atsf6Wn7iIidTZdmXCIios9oXE0+GTgROMH2WkmfKs8dtem9QdivSNoiaZ/aKr0RwIre/lZERET0CgGrbY/u4J0NtZ9b6OTfi+Xs3Nuozsb79BseYUREdFlW6EVE9F2PA7tI+hCApGOpZsoXAXsBL5dk3lDg/Fq7+4GzJA2VJODiN2l8/wpcUsY2FtgPmPsmfSsiIiK65gHgcEmHlOdzgcFU59atrZ+NJ2mkpLf15CNlO+73gdXAxWVXQEREbCNJ6EVE9FG2NwFnANMkLQb+HjjT9jpgBvBWSY8D9wD/UWs3G/g34BFgAV1YNSfpEEnPAd8A/kTSc5L+spNmnweOlbQcuAU41/bm0l/O0IuIiNgObK+iOs/ujrK19v3AOuBl4GPAGeVCjCXAPwO79fBTE6nilDHAo5IWSfrHjhp0FG/kDL2IiO5RJlIiIiIiIiJ2HJKG2v5d+fk04Cu237udhxUREb0oZ+hFRERERETsWC6TNJHqZtu1wDnbeTwREdHLskIvImInIWk01dbYtqbb/mY7ba6i2k7T1gTbv+7F4UVEREQfJGkBr18IssR20yRhT+KNiIjovpyhFxHRh0naVdIdkpZJekzSTyWNrNXfXKv7z3I5RXueAZYAbwUGAffaHm37m5I+UPpYJunnkvYDsH1NeWd0uRXvDmAUcHhtDJL0lKQ15XmqpO/U6o+XZEnjamXXSfpSr/ySIiIidmKS9i7n1zX+LCs30b+tzXsnSmqRdHk7/ewr6T5Jj5cz9mZJeoftMSUGOAt4lSqOOFjSYe0MaTRVrDC9TQxxWokH9pR0nqT7a9/ev9SdXyv7K0n/8oZ+ORERO7Ak9CIi+r4bgENsjwLuBL5Tq/shcGip+wrVzbPtuQl41PbBtg+jumQDSbsAtwKX2z4YmN2oa8dC4MLa80lUB203zAHG1Z7HAw82Kft5B9+IiIiILrD9SpvE2Q3APbZXN96RtAfwVar/x7enBfiS7UNsHw48CXy9Vn89cEOJFb5G81V4DY8C59W+P5Lfv3xjDnCMpMHlObFCREQ3JaEXEdGH2d5ge7a3no/wADCiVv8j21tqdftJet35qCWQHkN1q1yj7YvlxyOBLbbnlOfrgT+VtGs7w5oHvFvSPuX5QqpkYcMDwL6S9i/P44Bryn+RNBw4EPhl+3/ziIiI6KGLqG6vrfsW8NfAK+01sv2S7Xm1ogcpMYekYVRxxHdL3SzggPqugTZWAP9b2zlwIXBz7VsrgBeBo0rROKok4THle4OA46gSfxER0UQSehER/cunqVbptVc3u5bgqzsUeA74tqSFkn4i6Y9L3YFU23EBKLfirQX27WAc3wXOk7QnMBa4r9Z+EzAfGC/pLcBBtmcD+5ck4Xjgl7Y3dP7XjYiIiK6SdCywF3BXrexMoNX2j7rRzwDgUrbGHAcALzRijDLRuIIqhmjPzcCFpa+zge+1qZ9DFRMAHA/8FFgl6SCq2GKV7ae7OuaIiJ1NbrmNiOgnJF0JjKTa4tq27lyqYPmD7TQfSDULfqXtKZJOAe6SNKKHw5lOFXivA24HWtvUN7bdPgM8VMoeoJp5H0dm3CMiIhUlCHMAAALKSURBVN4MFwEzGom3spr+C/z+VtYOSRLwT8BvgH94A2P5AfA3wOnAg7bXVF2/Zg5Vwm86sNr2Oklzy1iHk1ghIqJDWaEXEdGHSPrz2qHWF9TKr6C6bfYU26+2aTMRmAp8yPZL7XS9Ani+sa3W9j3AYOBdpe5dtf6GAnsAK9sbp+3nqZJ1U6ltoalpzLqPB35RyubWynImTkRERC+StDvV5F79GIwjqZJjiyQ9DZwJXCXpyx10dS3ViryJthsTds8CwxvHepSk34FUMURTZSX+PcC324ypYQ7VRN+HqWIESKwQEdFlWaEXEdGH2J4BzKiXSfosMAk42faaNnVnU52Jc3I5j6Y9C4G1kg63vVjSUYCoAvQngUGSxpeE3xTgx13YEvtF4AjbTzRZ6fcwMAw4Bzi1lM2l2gI0nK2r9iIiIqJ3TAQes720UWD7buCdjWdJtwCLbDe9/ErStVS7AU4rR2g0+lkl6RHgXKrLMCYAz9l+opMxfQP4NU2Sc7ZXSnoWuAL4VCmeT3WpxzuoXaoRERGvl4ReREQfVi6W+DuqpNucslVlo+0PlFdupTpU+s7aNpaTbL8i6RJgX9tX2bak84AbJe0GbAQm2N5YvnMucH05424l8InOxmZ7AbCgnbrNkuYBoxr/sLC9rKz+m2d7c/d/GxEREdGBi4Abu9OgHitIOg64DFgKPFjiiqdsn15enwLcUo4AWQtc0KzPOtvLgb/t4JU5ZdzzyvvrJb1IFeu0u1MgIiJAWy9OjIiIiIiIiIiIiL4uZ+hFRERERERERET0I0noRURERERERERE9CNJ6EVERERERERERPQjSehFRERERERERET0I0noRURERERERERE9CNJ6EVERERERERERPQjSehFRERERERERET0I0noRURERERERERE9CNJ6EVERERERERERPQjSehFRERERERERET0I/8P9X9irJdzVnkAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1280x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "act = env_14.action_space.disconnect_powerline(line_name='4_5_17')\n",
    "obs_after, reward, done, info = env_14.step(act)\n",
    "_ = plot_helper_14.plot_obs(obs_after)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can have a \"quick\" look on the effect of this action. \n",
    "\n",
    "First let's look at the bottom right part of the grid. We can see that flow there did not change too much:\n",
    "\n",
    "|origin | extremity | flow before | flow after |\n",
    "|-------|-----------|-------------|------------|\n",
    "| 0 | 1 | 46.01% |43.42%|\n",
    "| 0 | 4 | 36.85% |33.96%|\n",
    "| 1 | 4 | 77.39% |71.06%|\n",
    "| 1 | 2 | 28.35% |28.43%|\n",
    "| 1 | 3 | 40.10% |42.33%|\n",
    "| 2 | 3 | 15.65% |17.80%|\n",
    "| 4 | 3 | 36.42% |56.29%|\n",
    "\n",
    "Though some of these powerlines are really close (in terms of graph distance) they don't seemed to be impacted too much (especially powerlines going from 0 to 4 and the one going from 1 to 4).\n",
    "\n",
    "On the other hand, if you look at the topmost part of the grid, you can spot really high differences, though these power are extremely far (in terms of graph distance \\*\\*) from the powerline disconnected (3 or 4 substations apart for some). \n",
    "\n",
    "|origin | extremity | flow before | flow after |\n",
    "|-------|-----------|-------------|------------|\n",
    "| 3 | 8 | 22.72% |37.84% |\n",
    "| 8 | 9 | 7.35% |144.79% (opposite direction)|\n",
    "| 9 | 10 | 41.52% |42.61% (opposite direction)|\n",
    "| 8 | 13 | 45.53% |97.78%|\n",
    "\n",
    "To recap, to recap some powerline next to the disconnected have approximately the same flows (36.85% to 33.96% for example) while some others \"really far away\"\\*  are dramatically impacted by this changes, seeing their flow completely blows up from $\\approx 7\\%$ to more than $\\approx 140\\%$.\n",
    "\n",
    "\\* the maximum \"graph distance\"\\*\\* between two powerlines on this graph is 4 (between line 1->2 and 12->13 for example)\n",
    "\n",
    "\\*\\* when we mention distance on graph it's more of a figure of speech rather a true mathematical definition. We can say intuitively that the \"graph distance\" between two powerlines is the smallest on powerline i need to \"walk one\" if i want to move from one to the other."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['0_1_0', '0_4_1', '1_2_2', '1_3_3', '1_4_4', '2_3_5', '3_4_6',\n",
       "       '5_10_7', '5_11_8', '5_12_9', '8_9_10', '8_13_11', '9_10_12',\n",
       "       '11_12_13', '12_13_14', '3_6_15', '3_8_16', '4_5_17', '6_7_18',\n",
       "       '6_8_19'], dtype='<U8')"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "env_14.name_line"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
